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Lee MM, Tang WE, Smith HE, Tudor Car L. Information-seeking behaviour of primary care clinicians in Singapore at the point-of-care: A qualitative study. Health Info Libr J 2024. [PMID: 38804103 DOI: 10.1111/hir.12535] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Revised: 04/16/2024] [Accepted: 04/22/2024] [Indexed: 05/29/2024]
Abstract
BACKGROUND Clinicians' information-seeking behaviours impact patient care quality. Earlier studies indicated that barriers to accessing information deter clinicians from seeking answers to clinical questions. OBJECTIVES To explore primary care clinicians' information-seeking behaviour at point-of-care, focusing on when and how they seek answers to clinical questions. METHODS Semi-structured interviews were conducted with 45 clinicians after clinical sessions to investigate their information-seeking habits. Follow-up interviews were conducted after a week for those intending to address unanswered queries. RESULTS Two thirds of clinicians encountered questions during care, with nearly three quarters resolving them during the session. Colleagues, guidelines and online platforms were common information sources, with smartphones being used to access Google, WhatsApp or UpToDate®. Facilitators included reliable sources and the drive to confirm knowledge, while barriers included ineffective search methods and high workload. Despite challenges, most clinicians expressed satisfaction with their information-seeking process. DISCUSSION The findings underscore the increasing use of smartphones for accessing clinical information among Singaporean primary care clinicians and suggest the need for tailored training programmes and guidelines to optimise information-seeking practices. CONCLUSION Insights from this study can inform the development of training programmes and guidelines aimed at improving information-seeking practices among primary care clinicians, potentially enhancing patient care quality.
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Affiliation(s)
- Mauricette Moling Lee
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
- Health and Social Sciences, Singapore Institute of Technology, Singapore, Singapore
| | - Wern Ee Tang
- Clinical Research Unit, National Healthcare Group Polyclinics (NHGP), Singapore, Singapore
| | - Helen Elizabeth Smith
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Lorainne Tudor Car
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
- Department of Primary Care and Public Health, School of Public Health, Imperial College London, London, UK
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Lee MM, Tang WE, Smith HE, Tudor Car L. Identifying primary care clinicians' preferences for, barriers to, and facilitators of information-seeking in clinical practice in Singapore: a qualitative study. BMC PRIMARY CARE 2024; 25:172. [PMID: 38762445 PMCID: PMC11102200 DOI: 10.1186/s12875-024-02429-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 05/12/2024] [Indexed: 05/20/2024]
Abstract
BACKGROUND The growth of medical knowledge and patient care complexity calls for improved clinician access to evidence-based resources. This study aimed to explore the primary care clinicians' preferences for, barriers to, and facilitators of information-seeking in clinical practice in Singapore. METHODS A convenience sample of ten doctors and ten nurses was recruited. We conducted semi-structured face-to-face in-depth interviews. The interviews were recorded, transcribed verbatim, and analysed using thematic content analysis. RESULTS Of the 20 participants, eight doctors and ten nurses worked at government-funded polyclinics and two doctors worked in private practice. Most clinicians sought clinical information daily at the point-of-care. The most searched-for information by clinicians in practice was less common conditions. Clinicians preferred evidence-based resources such as clinical practice guidelines and UpToDate®. Clinical practice guidelines were mostly used when they were updated or based on memory. Clinicians also commonly sought answers from their peers. Furthermore, clinicians frequently use smartphones to access the Google search engine and UpToDate® app. The barriers to accessing clinical information included the lack of time, internet surfing separation of work computers, limited search functions in the organisation's server, and limited access to medical literature databases. The facilitators of accessing clinical information included convenience, easy access, and trustworthiness of information sources. CONCLUSION Most primary care clinicians in our study sought clinical information at the point-of-care daily and reported increasing use of smartphones for information-seeking. Future research focusing on interventions to improve access to credible clinical information for primary care clinicians at the point-of-care is recommended. TRIAL REGISTRATION This study has been reviewed by NHG Domain Specific Review Board (NHG DSRB) (the central ethics committee) for ethics approval. NHG DSRB Reference Number: 2018/01355 (31/07/2019).
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Affiliation(s)
- Mauricette Moling Lee
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Novena Campus Clinical Sciences Building 11 Mandalay Road, Singapore, 308232, Singapore
- Singapore Institute of Technology, 10 Dover Drive, Singapore, 138683, Singapore
| | - Wern Ee Tang
- Clinical Research Unit, National Health Group Polyclinics (HQ), 3 Fusionopolis Link, Nexus @ One-North, Singapore, 138543, Singapore
| | - Helen Elizabeth Smith
- Family Medicine and Primary Care, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Novena Campus Clinical Sciences, Building 11 Mandalay Road, Singapore, 308232, Singapore
| | - Lorainne Tudor Car
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Novena Campus Clinical Sciences Building 11 Mandalay Road, Singapore, 308232, Singapore.
- Department of Primary Care and Public Health, School of Public Health, Imperial College London, London, UK.
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Vogel MT, Yaeger LH, Burnham JP. Integrating Medical Librarians Into Infectious Disease Rounding Teams: Survey Results From a Pilot Implementation Study. Open Forum Infect Dis 2024; 11:ofae218. [PMID: 38798892 PMCID: PMC11127477 DOI: 10.1093/ofid/ofae218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2024] [Accepted: 04/15/2024] [Indexed: 05/29/2024] Open
Abstract
Medical librarians participating as infectious disease rounding team members add value by facilitating knowledge acquisition and dissemination and by improving clinical decision making. This pilot study implementing medical librarians on infectious disease rounding teams was a well-received and beneficial intervention to study participants.
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Affiliation(s)
- Mia T Vogel
- Public Health Sciences, Brown School, Washington University in St Louis, St Louis, Missouri, USA
| | - Lauren H Yaeger
- Bernard Becker Medical Library, Washington University in St Louis, St Louis, Missouri, USA
| | - Jason P Burnham
- Division of Infectious Diseases, Washington University School of Medicine, St Louis, Missouri, USA
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Mim JJ, Hasan M, Chowdhury MS, Ghosh J, Mobarak MH, Khanom F, Hossain N. A comprehensive review on the biomedical frontiers of nanowire applications. Heliyon 2024; 10:e29244. [PMID: 38628721 PMCID: PMC11016983 DOI: 10.1016/j.heliyon.2024.e29244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2024] [Revised: 04/03/2024] [Accepted: 04/03/2024] [Indexed: 04/19/2024] Open
Abstract
This comprehensive review examines the immense capacity of nanowires, nanostructures characterized by unbounded dimensions, to profoundly transform the field of biomedicine. Nanowires, which are created by combining several materials using techniques such as electrospinning and vapor deposition, possess distinct mechanical, optical, and electrical properties. As a result, they are well-suited for use in nanoscale electronic devices, drug delivery systems, chemical sensors, and other applications. The utilization of techniques such as the vapor-liquid-solid (VLS) approach and template-assisted approaches enables the achievement of precision in synthesis. This precision allows for the customization of characteristics, which in turn enables the capability of intracellular sensing and accurate drug administration. Nanowires exhibit potential in biomedical imaging, neural interfacing, and tissue engineering, despite obstacles related to biocompatibility and scalable manufacturing. They possess multifunctional capabilities that have the potential to greatly influence the intersection of nanotechnology and healthcare. Surmounting present obstacles has the potential to unleash the complete capabilities of nanowires, leading to significant improvements in diagnostics, biosensing, regenerative medicine, and next-generation point-of-care medicines.
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Affiliation(s)
- Juhi Jannat Mim
- Department of Mechanical Engineering, IUBAT-International University of Business Agriculture and Technology, Bangladesh
| | - Mehedi Hasan
- Department of Mechanical Engineering, IUBAT-International University of Business Agriculture and Technology, Bangladesh
| | - Md Shakil Chowdhury
- Department of Mechanical Engineering, IUBAT-International University of Business Agriculture and Technology, Bangladesh
| | - Jubaraz Ghosh
- Department of Mechanical Engineering, IUBAT-International University of Business Agriculture and Technology, Bangladesh
| | - Md Hosne Mobarak
- Department of Mechanical Engineering, IUBAT-International University of Business Agriculture and Technology, Bangladesh
| | - Fahmida Khanom
- Department of Mechanical Engineering, IUBAT-International University of Business Agriculture and Technology, Bangladesh
| | - Nayem Hossain
- Department of Mechanical Engineering, IUBAT-International University of Business Agriculture and Technology, Bangladesh
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Daei A, Soleymani MR, Zargham-Boroujeni A, Kelishadi R, Ashrafi-Rizi H. Modelling of physicians' clinical information-seeking behaviour in Iran: a grounded theory study. BMJ Open 2024; 14:e080602. [PMID: 38626973 PMCID: PMC11029460 DOI: 10.1136/bmjopen-2023-080602] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Accepted: 04/03/2024] [Indexed: 04/19/2024] Open
Abstract
OBJECTIVES Exploring clinical information-seeking behaviour (CISB) and its associated factors contributes to its theoretical advancement and offers a valuable framework for addressing physicians' information needs. This study delved into the dimensions, interactions, strategies and determinants of CISB among physicians at the point of care. DESIGN A grounded theory study was developed based on Strauss and Corbin's approach. Data were collected by semistructured interviews and then analysed through open, axial and selective coding. SETTING The study was conducted at academic centres affiliated with Isfahan University of Medical Sciences. PARTICIPANTS This investigation involved recruiting 21 specialists and subspecialists from the academic centres. RESULTS The findings revealed that physicians' CISB encompassed multiple dimensions when addressing clinical inquiries. Seven principal themes emerged from the analysis: 'clinical information needs', 'clinical question characteristics', 'clinical information resources', 'information usability', 'factors influencing information seeking', 'action/interaction encountering clinical questions' and 'consequences of CISB'. The core category identified in this study was 'focused attention'. CONCLUSIONS The theoretical explanation demonstrated that the CISB process was interactive and dynamic. Various stimuli, including causal, contextual and intervening conditions, guide physicians in adopting information-seeking strategies and focusing on resolving clinical challenges. However, insufficient stimuli may hinder physicians' engagement in CISB. Understanding CISB helps managers, policy-makers, clinical librarians and information system designers optimally implement several interventions, such as suitable training methods, reviewing monitoring and evaluating information systems, improving clinical decision support systems, electronic medical records and electronic health records, as well as monitoring and evaluating these systems. Such measures facilitate focused attention on clinical issues and promote CISB among physicians.
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Affiliation(s)
- Azra Daei
- Department of Medical Library and Information Science, School of Management and Medical Informatics, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Mohammad Reza Soleymani
- Health Information Technology Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Ali Zargham-Boroujeni
- Nursing and Midwifery Care Research Center, Faculty of Nursing and Midwifery, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Roya Kelishadi
- Department of Pediatrics, Child Growth and Development Research Center, Research Institute for Primordial Prevention of Non-communicable Diseases, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Hasan Ashrafi-Rizi
- Health Information Technology Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
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Kell G, Roberts A, Umansky S, Qian L, Ferrari D, Soboczenski F, Wallace BC, Patel N, Marshall IJ. Question answering systems for health professionals at the point of care-a systematic review. J Am Med Inform Assoc 2024; 31:1009-1024. [PMID: 38366879 PMCID: PMC10990539 DOI: 10.1093/jamia/ocae015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Revised: 01/11/2024] [Accepted: 01/15/2024] [Indexed: 02/18/2024] Open
Abstract
OBJECTIVES Question answering (QA) systems have the potential to improve the quality of clinical care by providing health professionals with the latest and most relevant evidence. However, QA systems have not been widely adopted. This systematic review aims to characterize current medical QA systems, assess their suitability for healthcare, and identify areas of improvement. MATERIALS AND METHODS We searched PubMed, IEEE Xplore, ACM Digital Library, ACL Anthology, and forward and backward citations on February 7, 2023. We included peer-reviewed journal and conference papers describing the design and evaluation of biomedical QA systems. Two reviewers screened titles, abstracts, and full-text articles. We conducted a narrative synthesis and risk of bias assessment for each study. We assessed the utility of biomedical QA systems. RESULTS We included 79 studies and identified themes, including question realism, answer reliability, answer utility, clinical specialism, systems, usability, and evaluation methods. Clinicians' questions used to train and evaluate QA systems were restricted to certain sources, types and complexity levels. No system communicated confidence levels in the answers or sources. Many studies suffered from high risks of bias and applicability concerns. Only 8 studies completely satisfied any criterion for clinical utility, and only 7 reported user evaluations. Most systems were built with limited input from clinicians. DISCUSSION While machine learning methods have led to increased accuracy, most studies imperfectly reflected real-world healthcare information needs. Key research priorities include developing more realistic healthcare QA datasets and considering the reliability of answer sources, rather than merely focusing on accuracy.
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Affiliation(s)
- Gregory Kell
- Department of Population Health Sciences, King’s College London, London, Greater London, SE1 1UL, United Kingdom
| | - Angus Roberts
- Department of Biostatistics and Health Informatics, King’s College London, London, Greater London, SE5 8AB, United Kingdom
| | - Serge Umansky
- Metadvice Ltd, London, Greater London, SW1Y 5JG, United Kingdom
| | - Linglong Qian
- Department of Biostatistics and Health Informatics, King’s College London, London, Greater London, SE5 8AB, United Kingdom
| | - Davide Ferrari
- Department of Population Health Sciences, King’s College London, London, Greater London, SE1 1UL, United Kingdom
| | - Frank Soboczenski
- Department of Population Health Sciences, King’s College London, London, Greater London, SE1 1UL, United Kingdom
| | - Byron C Wallace
- Khoury College of Computer Sciences, Northeastern University, Boston, MA 02115, United States
| | - Nikhil Patel
- Department of Population Health Sciences, King’s College London, London, Greater London, SE1 1UL, United Kingdom
| | - Iain J Marshall
- Department of Population Health Sciences, King’s College London, London, Greater London, SE1 1UL, United Kingdom
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Lasala R, Romagnoli A, Santoleri F, Isgrò V, Confalonieri C, Costantini A, Enrico F, Russo G, Polidori P, Di Paolo A, Malorgio F, Beretta G, Musicco F. The lack of head-to-head randomised trials and the consequences for patients and national health service: The case of non-small cell lung cancer. Eur J Clin Pharmacol 2024; 80:519-527. [PMID: 38244052 DOI: 10.1007/s00228-024-03628-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Accepted: 01/13/2024] [Indexed: 01/22/2024]
Abstract
INTRODUCTION To introduce a drug to the market, it's not mandatory for it to be more effective and safer than the current treatment for the same condition. Consequently, head-to-head studies between the two best treatments for the same condition are not required, and this could result in a lack of information for patients, clinicians, and decision-makers. This study aims to evaluate the presence of head-to-head studies among the drugs used for the treatment of non-small cell lung cancer (NSCLC). METHODS Taking into account the National Comprehensive Cancer Network (NCCN) guidelines updated to 2022, which list all available treatments for each NSCLC subtype, the search engine Pubmed and the platform clinicaltrials.gov were consulted to find all completed and ongoing head-to-head studies among various treatments for NSCLC. RESULTS Among the anti-EGFR (epidermal growth factor receptor) drugs, 7 studies were found, with 6 completed and 5 registrational for drug commercialisation. No completed study to date has compared osimertinib and afatinib. For anti-ALK (anaplastic lymphoma kinase) drugs, 7 studies were found, with 5 completed. Alectinib, brigatinib, and lorlatinib have no completed comparison studies, but all were compared with crizotinib. Among various immunotherapy-based regimens, 5 studies were found, with only 1 completed. Therapeutic regimens based on pembrolizumab, atezolizumab, or the combination of nivolumab/ipilimumab have not been compared in studies published to date. CONCLUSION There are few head-to-head studies comparing treatments for NSCLC; there are no such studies between the latest generation of drugs. Consequently, ambiguous areas exist due to the lack of comparative studies among the available evidence, preventing the clinician's choice of the most effective treatment and risking the patient receiving suboptimal therapy. Simultaneously, the price of the drug cannot be determined correctly, relying only on indirect evaluations from different trials. To dispel this uncertainty, it would be desirable to initiate a process that brings together the demands derived from clinical practice and clinical research to provide clinicians and patients with the best possible evidence.
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Affiliation(s)
- Ruggero Lasala
- Hospital Pharmacy of Corato, Local Health Unit of Bari, Corato, Italy.
| | - Alessia Romagnoli
- Territorial Pharmaceutical Service, Local Health Unit of Lanciano Vasto Chieti, Chieti, Italy
| | | | - Valentina Isgrò
- Hospital Pharmacy Complex Operational Unit, Azienda Ospedaliera Ospedali Riuniti Villa Sofia Cervello, Palermo, Italy
| | - Corrado Confalonieri
- UOC Farmacia Ospedaliera, Direzione Tecnica Farmacia, AUSL Piacenza, Piacenza, Italy
| | | | - Fiorenza Enrico
- Candiolo Cancer Institute, Fondazione del Piemonte per l'Oncologia - IRCCS, Candiolo, Italy
| | - Gianluca Russo
- Medical Oncology, Santo Spirito Hospital, Pescara, Italy
| | - Piera Polidori
- Hospital Pharmacy Complex Operational Unit, Azienda Ospedaliera Ospedali Riuniti Villa Sofia Cervello, Palermo, Italy
| | | | | | | | - Felice Musicco
- Hospital Pharmacy, IRCCS Regina Elena National Cancer Institute, Rome, Italy
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Cipriani A, Agunbiade A, Salanti G. Muscarinic drug shows efficacy in schizophrenia but much is left to be discovered. Lancet 2024; 403:120-122. [PMID: 38104578 DOI: 10.1016/s0140-6736(23)02415-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/13/2023] [Accepted: 10/26/2023] [Indexed: 12/19/2023]
Affiliation(s)
- Andrea Cipriani
- Department of Psychiatry, University of Oxford, Oxford OX3 7JX, UK; Oxford Precision Psychiatry Lab, NIHR Oxford Health Biomedical Research Centre, Oxford, UK; Oxford Health NHS Foundation Trust, Warneford Hospital, Oxford, UK.
| | | | - Georgia Salanti
- Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland
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Rieul G, Rojat G, Reizine F, Beloeil H. Organizing and Sharing Medical Knowledge Among Anesthesiology and Intensive care Residents: Evaluating Existing Practices and the Feasibility of Implementing a Dedicated Multiplatform Application. J Med Syst 2023; 47:101. [PMID: 37749281 DOI: 10.1007/s10916-023-01996-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 09/15/2023] [Indexed: 09/27/2023]
Abstract
Treating patients with up-to-date medical knowledge is an ongoing goal for healthcare workers and implies efficient knowledge management at the point of care. Widely available mobile wireless technologies influence practices but a significant gap remains between technological possibilities and actual usage. The purpose of this study was to analyze residents' baseline practices in managing medical knowledge and to evaluate the use and impact of an innovative multiplatform application dedicated to anesthesiology and intensive care residents. This study took place in Rennes Teaching Hospital and comprised two distinct surveys. First, in April 2018, all residents received a ten-items online survey focusing on managing medical knowledge. Then, through a second online survey constituted of ten items, we sought to assess the use of a new multiplatform cloud-based application named "DansMaBlouse", dedicated to sharing and indexing medical knowledge, in anesthesiology and intensive care residents. Among 148 residents that answered the evaluation survey, the most sought out pieces of information in clinical setting were a phone or fax number (74%), drugs' characteristics (68%) and expert guidelines (57%). The main sources were senior staff (68%), medical databases (60%) and an Internet search engine (59%). Computers and smartphones were more frequently used than bound paper notebooks. After implementation of the multiplatform application DansMaBlouse, fifty-nine (82%) of the 72 residents that answered the evaluation survey reported using the application and 39% used it more than ten times. Among application users, 90% found it easy to use and 92% agreed that it improved point-of-care access to knowledge. Accessing appropriate medical knowledge at the point of care remains an issue for residents and can be improved by a multiplatform application combining personal and shared up-to-date resources.
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Affiliation(s)
- Guillaume Rieul
- Service de Réanimation Polyvalente, Centre Hospitalier Bretagne Atlantique, Vannes, F-56000, France
- Anaesthesia and Intensive Care Department, CHU Rennes, Rennes, F-35000, France
| | - Gabrielle Rojat
- Service de Radiologie, Centre Hospitalier Bretagne Atlantique, Vannes, F-56000, France
| | - Florian Reizine
- Service de Réanimation Polyvalente, Centre Hospitalier Bretagne Atlantique, Vannes, F-56000, France.
| | - Hélène Beloeil
- Anaesthesia and Intensive Care Department, CHU Rennes, Rennes, F-35000, France
- CIC-1414, COSS-1242, Univ Rennes, CHU Rennes, Inserm, Rennes, F-35000, France
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Zahid A, Sharma R. Personalized Health Care in a Data-Driven Era: A Post-COVID-19 Retrospective. MAYO CLINIC PROCEEDINGS. DIGITAL HEALTH 2023; 1:162-171. [PMID: 38013945 PMCID: PMC10178356 DOI: 10.1016/j.mcpdig.2023.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/29/2023]
Affiliation(s)
- Arnob Zahid
- Waikato Management School, University of Waikato, Hamilton, New Zealand
| | - Ravishankar Sharma
- College of Technological Innovation, Zayed University, Abu Dhabi, United Arab Emirates
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Soni S, Datta S, Roberts K. quEHRy: a question answering system to query electronic health records. J Am Med Inform Assoc 2023; 30:1091-1102. [PMID: 37087111 PMCID: PMC10198534 DOI: 10.1093/jamia/ocad050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Revised: 01/19/2023] [Accepted: 04/05/2023] [Indexed: 04/24/2023] Open
Abstract
OBJECTIVE We propose a system, quEHRy, to retrieve precise, interpretable answers to natural language questions from structured data in electronic health records (EHRs). MATERIALS AND METHODS We develop/synthesize the main components of quEHRy: concept normalization (MetaMap), time frame classification (new), semantic parsing (existing), visualization with question understanding (new), and query module for FHIR mapping/processing (new). We evaluate quEHRy on 2 clinical question answering (QA) datasets. We evaluate each component separately as well as holistically to gain deeper insights. We also conduct a thorough error analysis for a crucial subcomponent, medical concept normalization. RESULTS Using gold concepts, the precision of quEHRy is 98.33% and 90.91% for the 2 datasets, while the overall accuracy was 97.41% and 87.75%. Precision was 94.03% and 87.79% even after employing an automated medical concept extraction system (MetaMap). Most incorrectly predicted medical concepts were broader in nature than gold-annotated concepts (representative of the ones present in EHRs), eg, Diabetes versus Diabetes Mellitus, Non-Insulin-Dependent. DISCUSSION The primary performance barrier to deployment of the system is due to errors in medical concept extraction (a component not studied in this article), which affects the downstream generation of correct logical structures. This indicates the need to build QA-specific clinical concept normalizers that understand EHR context to extract the "relevant" medical concepts from questions. CONCLUSION We present an end-to-end QA system that allows information access from EHRs using natural language and returns an exact, verifiable answer. Our proposed system is high-precision and interpretable, checking off the requirements for clinical use.
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Affiliation(s)
- Sarvesh Soni
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Surabhi Datta
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Kirk Roberts
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Texas, USA
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Lokker C, Bagheri E, Abdelkader W, Parrish R, Afzal M, Navarro T, Cotoi C, Germini F, Linkins L, Brian Haynes R, Chu L, Iorio A. Deep Learning to Refine the Identification of High-Quality Clinical Research Articles from the Biomedical Literature: Performance Evaluation. J Biomed Inform 2023; 142:104384. [PMID: 37164244 DOI: 10.1016/j.jbi.2023.104384] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Revised: 04/24/2023] [Accepted: 05/03/2023] [Indexed: 05/12/2023]
Abstract
BACKGROUND Identifying practice-ready evidence-based journal articles in medicine is a challenge due to the sheer volume of biomedical research publications. Newer approaches to support evidence discovery apply deep learning techniques to improve the efficiency and accuracy of classifying sound evidence. OBJECTIVE To determine how well deep learning models using variants of Bidirectional Encoder Representations from Transformers (BERT) identify high-quality evidence with high clinical relevance from the biomedical literature for consideration in clinical practice. METHODS We fine-tuned variations of BERT models (BERTBASE, BioBERT, BlueBERT, and PubMedBERT) and compared their performance in classifying articles based on methodological quality criteria. The dataset used for fine-tuning models included titles and abstracts of >160,000 PubMed records from 2012-2020 that were of interest to human health which had been manually labeled based on meeting established critical appraisal criteria for methodological rigor. The data was randomly divided into 80:10:10 sets for training, validating, and testing. In addition to using the full unbalanced set, the training data was randomly undersampled into four balanced datasets to assess performance and select the best performing model. For each of the four sets, one model that maintained sensitivity (recall) at ≥99% was selected and were ensembled. The best performing model was evaluated in a prospective, blinded test and applied to an established reference standard, the Clinical Hedges dataset. RESULTS In training, three of the four selected best performing models were trained using BioBERTBASE. The ensembled model did not boost performance compared with the best individual model. Hence a solo BioBERT-based model (named DL-PLUS) was selected for further testing as it was computationally more efficient. The model had high recall (>99%) and 60% to 77% specificity in a prospective evaluation conducted with blinded research associates and saved >60% of the work required to identify high quality articles. CONCLUSIONS Deep learning using pretrained language models and a large dataset of classified articles produced models with improved specificity while maintaining >99% recall. The resulting DL-PLUS model identifies high-quality, clinically relevant articles from PubMed at the time of publication. The model improves the efficiency of a literature surveillance program, which allows for faster dissemination of appraised research.
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Affiliation(s)
- Cynthia Lokker
- Health Information Research Unit, Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada.
| | - Elham Bagheri
- Health Information Research Unit, Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Wael Abdelkader
- Health Information Research Unit, Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Rick Parrish
- Health Information Research Unit, Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Muhammad Afzal
- Department of Computing, Birmingham City University, Birmingham, UK
| | - Tamara Navarro
- Health Information Research Unit, Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Chris Cotoi
- Health Information Research Unit, Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Federico Germini
- Health Information Research Unit, Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Lori Linkins
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - R Brian Haynes
- Health Information Research Unit, Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Lingyang Chu
- Department of Computing and Software, McMaster University, Hamilton, Ontario, Canada
| | - Alfonso Iorio
- Health Information Research Unit, Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, Canada
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13
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Liu J, Zeng Y. A Study of Factors Influencing the Volume of Responses to Posts in Physician Online Community. Healthcare (Basel) 2023; 11:healthcare11091275. [PMID: 37174819 PMCID: PMC10178131 DOI: 10.3390/healthcare11091275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Revised: 04/10/2023] [Accepted: 04/25/2023] [Indexed: 05/15/2023] Open
Abstract
Today's diverse health needs place greater demands on physicians. However, individual doctors have limited capabilities and may encounter many unsolvable medical problems. The physician online community provides a platform for physicians to communicate with each other and help each other. Physicians can post for help about problems they encounter at work. The number of responses to physicians' posts is critical to whether or not the problem is resolved. This study collected information on 13,226 posts from a well-known physician online community in China to analyze the factors that influence the number of post replies. In the analysis of the post content of the physician online community, this study innovatively introduces word usage features in the medical field. TextMind was used to extract the rate of several types of words in posts that frequently appear when describing medical information. Ultimately, we found that the rate of time words, visual words, auditory words, and physiological process words used in posts had a positive and significant effect on the number of post responses. A series of new post features has been found to have an impact on the number of post replies in physician online communities. This finding is beneficial for physicians to quickly obtain peer assistance through online platforms, increasing the likelihood of solving workplace challenges and improving physician care, as well as the success of physician online communities.
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Affiliation(s)
- Jingfang Liu
- School of Management, Shanghai University, Shanghai 201800, China
| | - Yu Zeng
- School of Management, Shanghai University, Shanghai 201800, China
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14
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Alanazi A, Almutib A, Aldosari B. Physicians' Perspectives on a Multi-Dimensional Model for the Roles of Electronic Health Records in Approaching a Proper Differential Diagnosis. J Pers Med 2023; 13:jpm13040680. [PMID: 37109066 PMCID: PMC10146177 DOI: 10.3390/jpm13040680] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 04/05/2023] [Accepted: 04/12/2023] [Indexed: 04/29/2023] Open
Abstract
Many healthcare organizations have adopted Electronic Health Records (EHRs) to improve the quality of care and help physicians make proper clinical decisions. The vital roles of EHRs can support the accuracy of diagnosis, suggest, and rationalize the provided care to patients. This study aims to understand the roles of EHRs in approaching proper differential diagnosis and optimizing patient safety. This study utilized a cross-sectional survey-based descriptive research design to assess physicians' perceptions of the roles of EHRs on diagnosis quality and safety. Physicians working in tertiary hospitals in Saudi Arabia were surveyed. Three hundred and fifty-one participants were included in the study, of which 61% were male. The main participants were family/general practice (22%), medicine, general (14%), and OB/GYN (12%). Overall, 66% of the participants ranked themselves as IT competent, most of the participants underwent IT self-guided learning, and 65% of the participants always used the system. The results generally reveal positive physicians' perceptions toward the roles of the EHR system on diagnosis quality and safety. There was a statistically significant relationship between user characteristics and the roles of the EHR by enhancing access to care, patient-physician encounter, clinical reasoning, diagnostic testing and consultation, follow-up, and diagnostic safety functionality. The study participants demonstrate positive perceptions of physicians toward the roles of the EHR system in approaching differential diagnosis. Yet, areas of improvement in the design and using EHRs are emphasized.
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Affiliation(s)
- Abdullah Alanazi
- Health Informatics Department, King Saud Ibn Abdulaziz University for Health Sciences, Riyadh 11481, Saudi Arabia
- King Abdullah International Medical Research Center, Riyadh 14611, Saudi Arabia
| | - Amal Almutib
- Health Informatics Department, King Saud Ibn Abdulaziz University for Health Sciences, Riyadh 11481, Saudi Arabia
- King Abdullah International Medical Research Center, Riyadh 14611, Saudi Arabia
| | - Bakheet Aldosari
- Health Informatics Department, King Saud Ibn Abdulaziz University for Health Sciences, Riyadh 11481, Saudi Arabia
- King Abdullah International Medical Research Center, Riyadh 14611, Saudi Arabia
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15
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Rui A, Garabedian PM, Marceau M, Syrowatka A, Volk LA, Edrees HH, Seger DL, Amato MG, Cambre J, Dulgarian S, Newmark LP, Nanji KC, Schultz P, Jackson GP, Rozenblum R, Bates DW. Performance of a Web-Based Reference Database With Natural Language Searching Capabilities: Usability Evaluation of DynaMed and Micromedex With Watson. JMIR Hum Factors 2023; 10:e43960. [PMID: 37067858 PMCID: PMC10152386 DOI: 10.2196/43960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 01/25/2023] [Accepted: 01/29/2023] [Indexed: 04/18/2023] Open
Abstract
BACKGROUND Evidence-based point-of-care information (POCI) tools can facilitate patient safety and care by helping clinicians to answer disease state and drug information questions in less time and with less effort. However, these tools may also be visually challenging to navigate or lack the comprehensiveness needed to sufficiently address a medical issue. OBJECTIVE This study aimed to collect clinicians' feedback and directly observe their use of the combined POCI tool DynaMed and Micromedex with Watson, now known as DynaMedex. EBSCO partnered with IBM Watson Health, now known as Merative, to develop the combined tool as a resource for clinicians. We aimed to identify areas for refinement based on participant feedback and examine participant perceptions to inform further development. METHODS Participants (N=43) within varying clinical roles and specialties were recruited from Brigham and Women's Hospital and Massachusetts General Hospital in Boston, Massachusetts, United States, between August 10, 2021, and December 16, 2021, to take part in usability sessions aimed at evaluating the efficiency and effectiveness of, as well as satisfaction with, the DynaMed and Micromedex with Watson tool. Usability testing methods, including think aloud and observations of user behavior, were used to identify challenges regarding the combined tool. Data collection included measurements of time on task; task ease; satisfaction with the answer; posttest feedback on likes, dislikes, and perceived reliability of the tool; and interest in recommending the tool to a colleague. RESULTS On a 7-point Likert scale, pharmacists rated ease (mean 5.98, SD 1.38) and satisfaction (mean 6.31, SD 1.34) with the combined POCI tool higher than the physicians, nurse practitioner, and physician's assistants (ease: mean 5.57, SD 1.64, and satisfaction: mean 5.82, SD 1.60). Pharmacists spent longer (mean 2 minutes, 26 seconds, SD 1 minute, 41 seconds) on average finding an answer to their question than the physicians, nurse practitioner, and physician's assistants (mean 1 minute, 40 seconds, SD 1 minute, 23 seconds). CONCLUSIONS Overall, the tool performed well, but this usability evaluation identified multiple opportunities for improvement that would help inexperienced users.
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Affiliation(s)
- Angela Rui
- Division of General Internal Medicine, Brigham and Women's Hospital, Boston, MA, United States
| | - Pamela M Garabedian
- Clinical and Quality Analysis, Mass General Brigham, Somerville, MA, United States
| | - Marlika Marceau
- Clinical and Quality Analysis, Mass General Brigham, Somerville, MA, United States
| | - Ania Syrowatka
- Division of General Internal Medicine, Brigham and Women's Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
| | - Lynn A Volk
- Clinical and Quality Analysis, Mass General Brigham, Somerville, MA, United States
| | - Heba H Edrees
- Division of General Internal Medicine, Brigham and Women's Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
- Massachusetts College of Pharmacy and Health Sciences (MCPHS), Boston, MA, United States
| | - Diane L Seger
- Clinical and Quality Analysis, Mass General Brigham, Somerville, MA, United States
| | - Mary G Amato
- Division of General Internal Medicine, Brigham and Women's Hospital, Boston, MA, United States
- Massachusetts College of Pharmacy and Health Sciences (MCPHS), Boston, MA, United States
| | - Jacob Cambre
- Division of General Internal Medicine, Brigham and Women's Hospital, Boston, MA, United States
| | - Sevan Dulgarian
- Division of General Internal Medicine, Brigham and Women's Hospital, Boston, MA, United States
| | - Lisa P Newmark
- Clinical and Quality Analysis, Mass General Brigham, Somerville, MA, United States
| | - Karen C Nanji
- Clinical and Quality Analysis, Mass General Brigham, Somerville, MA, United States
- Harvard Medical School, Boston, MA, United States
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, United States
| | | | - Gretchen Purcell Jackson
- Vanderbilt University Medical Center, Nashville, TN, United States
- Intuitive Surgical, Sunnyvale, CA, United States
| | - Ronen Rozenblum
- Division of General Internal Medicine, Brigham and Women's Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
| | - David W Bates
- Division of General Internal Medicine, Brigham and Women's Hospital, Boston, MA, United States
- Clinical and Quality Analysis, Mass General Brigham, Somerville, MA, United States
- Harvard Medical School, Boston, MA, United States
- Harvard TH Chan School of Public Health, Boston, MA, United States
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16
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Wewege MA, Bagg MK, Jones MD, Ferraro MC, Cashin AG, Rizzo RR, Leake HB, Hagstrom AD, Sharma S, McLachlan AJ, Maher CG, Day R, Wand BM, O'Connell NE, Nikolakopolou A, Schabrun S, Gustin SM, McAuley JH. Comparative effectiveness and safety of analgesic medicines for adults with acute non-specific low back pain: systematic review and network meta-analysis. BMJ 2023; 380:e072962. [PMID: 36948512 PMCID: PMC10540836 DOI: 10.1136/bmj-2022-072962] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 02/21/2023] [Indexed: 03/24/2023]
Abstract
OBJECTIVE To evaluate the comparative effectiveness and safety of analgesic medicines for acute non-specific low back pain. DESIGN Systematic review and network meta-analysis. DATA SOURCES Medline, PubMed, Embase, CINAHL, CENTRAL, ClinicalTrials.gov, clinicialtrialsregister.eu, and World Health Organization's International Clinical Trials Registry Platform from database inception to 20 February 2022. ELIGIBILITY CRITERIA FOR STUDY SELECTION Randomised controlled trials of analgesic medicines (eg, non-steroidal anti-inflammatory drugs, paracetamol, opioids, anti-convulsant drugs, skeletal muscle relaxants, or corticosteroids) compared with another analgesic medicine, placebo, or no treatment. Adults (≥18 years) who reported acute non-specific low back pain (for less than six weeks). DATA EXTRACTION AND SYNTHESIS Primary outcomes were low back pain intensity (0-100 scale) at end of treatment and safety (number of participants who reported any adverse event during treatment). Secondary outcomes were low back specific function, serious adverse events, and discontinuation from treatment. Two reviewers independently identified studies, extracted data, and assessed risk of bias. A random effects network meta-analysis was done and confidence was evaluated by the Confidence in Network Meta-Analysis method. RESULTS 98 randomised controlled trials (15 134 participants, 49% women) included 69 different medicines or combinations. Low or very low confidence was noted in evidence for reduced pain intensity after treatment with tolperisone (mean difference -26.1 (95% confidence intervals -34.0 to -18.2)), aceclofenac plus tizanidine (-26.1 (-38.5 to -13.6)), pregabalin (-24.7 (-34.6 to -14.7)), and 14 other medicines compared with placebo. Low or very low confidence was noted for no difference between the effects of several of these medicines. Increased adverse events had moderate to very low confidence with tramadol (risk ratio 2.6 (95% confidence interval 1.5 to 4.5)), paracetamol plus sustained release tramadol (2.4 (1.5 to 3.8)), baclofen (2.3 (1.5 to 3.4)), and paracetamol plus tramadol (2.1 (1.3 to 3.4)) compared with placebo. These medicines could increase the risk of adverse events compared with other medicines with moderate to low confidence. Moderate to low confidence was also noted for secondary outcomes and secondary analysis of medicine classes. CONCLUSIONS The comparative effectiveness and safety of analgesic medicines for acute non-specific low back pain are uncertain. Until higher quality randomised controlled trials of head-to-head comparisons are published, clinicians and patients are recommended to take a cautious approach to manage acute non-specific low back pain with analgesic medicines. SYSTEMATIC REVIEW REGISTRATION PROSPERO CRD42019145257.
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Affiliation(s)
- Michael A Wewege
- School of Health Sciences, Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, NSW, Australia
| | - Matthew K Bagg
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, NSW, Australia
- Curtin Health Innovation Research Institute, Faculty of Health Sciences, Curtin University, Perth, WA, Australia
- Perron Institute for Neurological and Translational Science, Perth, WA, Australia
| | - Matthew D Jones
- School of Health Sciences, Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, NSW, Australia
| | - Michael C Ferraro
- School of Health Sciences, Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, NSW, Australia
| | - Aidan G Cashin
- School of Health Sciences, Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, NSW, Australia
| | - Rodrigo Rn Rizzo
- School of Health Sciences, Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, NSW, Australia
| | - Hayley B Leake
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, NSW, Australia
- IIMPACT in Health, University of South Australia, Adelaide, SA, Australia
| | - Amanda D Hagstrom
- School of Health Sciences, Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
| | - Saurab Sharma
- School of Health Sciences, Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, NSW, Australia
| | - Andrew J McLachlan
- Sydney Pharmacy School, Faculty of Medicine and Health, University of Sydney, Gadigal Country, Sydney, NSW, Australia
| | - Christopher G Maher
- Sydney Musculoskeletal Health, University of Sydney, Gadigal Country, Sydney, NSW, Australia
- Institute for Musculoskeletal Health, Sydney Local Health District, Sydney, NSW, Australia
| | - Richard Day
- Clinical Pharmacology and Toxicology, St Vincent's Hospital, Sydney, NSW, Australia
- St Vincent's Clinical School, Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
| | - Benedict M Wand
- Faculty of Medicine, Nursing and Midwifery and Health Sciences, University of Notre Dame Australia, Fremantle, WA, Australia
| | - Neil E O'Connell
- Department of Health Sciences, Centre for Health and Wellbeing Across the Lifecourse, Brunel University London, Uxbridge, UK
| | - Adriani Nikolakopolou
- Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Centre, University of Freiburg, Freiburg, Germany
| | - Siobhan Schabrun
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, NSW, Australia
- School of Physical Therapy, University of Western Ontario, London, ON, Canada
- The Gray Centre for Mobility and Activity, Parkwood Institute, London, ON, Canada
| | - Sylvia M Gustin
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, NSW, Australia
- NeuroRecovery Research Hub, School of Psychology, University of New South Wales, Sydney, NSW, Australia
| | - James H McAuley
- School of Health Sciences, Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, NSW, Australia
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Clinical questions in primary care: Where to find the answers - a cross-sectional study. PLoS One 2022; 17:e0277462. [DOI: 10.1371/journal.pone.0277462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Accepted: 10/27/2022] [Indexed: 11/13/2022] Open
Abstract
Introduction
Clinicians raise at least one question for every two patients they see, but search for an answer to less than half of these questions, and rarely use evidence-based resources. One barrier to evidence-based practice is doubt that the search would yield an answer, and we found insufficient evidence to refute this concern. This study aims to identify what proportion of clinical questions in primary care can be answered with online evidence-based practice resources, and what proportion of these can be answered with pre-appraised evidence.
Materials and methods
Cross-sectional study in two primary care practices. The inclusion criteria were family doctors, generalists and residents working in 2 selected practices. We collected a total of 238 questions from 19 family medicine specialists, 9 family medicine residents and 3 generalist doctors. Doctors were asked to record any clinical question that arose during 4 days of appointments. The primary outcome was the proportion of clinical questions answered with online evidence-based practice resources. The secondary outcome was the level of evidence needed to reach to find the answers (clinical summaries, systematic guidelines, systematic reviews or primary studies), according to Haynes’ pre-appraised evidence pyramid model.
Results
191 of the 206 valid clinical questions could be answered with online evidence-based practice resources (92.7% [95% CI 88.3%-95.9%]). Most of these questions (90.8% CI 95% 85.9%-94.4%) were successfully answered using clinical summaries (BMJ Best Practice, DynaMed or UpToDate), with a median search time of 4 minutes (range 1–16.5).
Conclusions
Contrary to clinician’s beliefs, the majority of clinical questions can be answered with online evidence-based practice resources, and most of them with pre-appraised evidence. This study could encourage family doctors to increase the use of clinical summaries. Furthermore, these results highlight the importance of teaching how to search for and apply pre-appraised evidence.
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18
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Affiliation(s)
- Hiroyoshi Iwata
- Department of Clinical Pharmacology and Therapeutics, Graduate School of Medicine, University of the Ryukyus, Japan
| | - Makoto Kaneko
- Department of Health Data Science, Yokohama City University, Japan
| | - Takao Wakabayashi
- Department of General and Emergency Medicine, Japan Community Health-care Organization Sapporo Hokushin Hospital, Japan
| | - Shinichiro Ueda
- Department of Clinical Pharmacology and Therapeutics, Graduate School of Medicine, University of the Ryukyus, Japan
- Department of Clinical Research and Quality Management, Center of Clinical Research and Quality Management, Graduate School of Medicine, University of the Ryukyus, Japan
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19
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Halder J, Zirngibl I, Joos S, Förster C. [Point-of-care information in GP practices: Results of a survey among German GP specialists and GP trainees]. ZEITSCHRIFT FUR EVIDENZ, FORTBILDUNG UND QUALITAT IM GESUNDHEITSWESEN 2022; 172:92-99. [PMID: 35773084 DOI: 10.1016/j.zefq.2022.04.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Revised: 04/08/2022] [Accepted: 04/12/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND Specific questions often arise in the context of consultations regarding, for example, diagnostics and therapeutic management. This case-specific search for information is referred to as point-of-care information. In recent years, it has been influenced by an increase in digitalization and by the development of medical expert systems providing information for medical professionals. Data on the search behavior of German general practitioners (GPs) using digital media for obtaining point-of-care information have so far not been available. The aims of this study were to describe occasion-related point-of-care information as a function of the continuing education status and to identify requirements for online research platforms. METHODS In a cross-sectional survey, 829 GP specialists (FÄ) and 475 physicians in training (ÄiW) were invited to answer a self-developed, partially standardized questionnaire. RESULTS In total, 356 questionnaires were returned (response rate: 27%). Of these, 241 (68%) were answered by FÄ and 110 (31%) by ÄiW; five participants did not provide information on their specialist status. 66% of the FÄ and 89% of the ÄiW look up information every day. 46% of the FÄ and 73% of the ÄiW use their smartphone for this purpose. Both groups most often search for medical content (94%) and for information on medications (84%). Medical expert systems are more often used by ÄiW than by FÄ; 59% of the FÄ and 82% of the ÄiW are willing to pay a fee for these services. A quick overview and relevance of information were perceived as important criteria for good information sources. DISCUSSION German GPs frequently search for occasion-related information. There are generation-related differences regarding, among other things, the use of and the receptiveness to fee-based expert systems. The clarity of presentation and the relevance of the information provided are important requirements of effective information platforms. CONCLUSION The quick search for evidence-based information relevant to clinical practice presents a challenge, particularly in broad-range specialties such as general medicine. Web-based sources are becoming increasingly popular in this regard - a trend likely to intensify in future generations of physicians. This offers great potential for medical expert systems and app-based access to best-practice guidelines. These formats should be further developed in collaboration with scientific professional societies.
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Affiliation(s)
- Julian Halder
- Universitätsklinikum Tübingen, Institut für Allgemeinmedizin und Interprofessionelle Versorgung, Tübingen, Deutschland
| | - Isabella Zirngibl
- Universitätsklinikum Tübingen, Institut für Allgemeinmedizin und Interprofessionelle Versorgung, Tübingen, Deutschland
| | - Stefanie Joos
- Universitätsklinikum Tübingen, Institut für Allgemeinmedizin und Interprofessionelle Versorgung, Tübingen, Deutschland
| | - Christian Förster
- Universitätsklinikum Tübingen, Institut für Allgemeinmedizin und Interprofessionelle Versorgung, Tübingen, Deutschland.
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20
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Tranter I, van Driel ML, Mitchell B. Doctor! Did you Google my symptoms? A qualitative study of patient perceptions of doctors' point-of-care information seeking. BMJ Open 2022; 12:e061090. [PMID: 35896298 PMCID: PMC9335025 DOI: 10.1136/bmjopen-2022-061090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVE To explore patient perceptions regarding doctors' information seeking during consultations. DESIGN AND SETTING Qualitative interviews with participants from six general practice waiting rooms in South East Queensland, Australia. Participants were asked about their experiences and opinions, and to comment on short videos of simulated consultations in which a doctor sought information. The interviews were analysed through a process of iterative thematic analysis using the framework of Braun and Clarke. PARTICIPANTS The 16 participants were purposively sampled including 5 men and 11 women from a diverse range of educational and age groups. RESULTS How a doctor's need to look up information impacted patient impressions of competence and trust was an overarching theme. The four dominant themes include: the trust a patient has in the doctor before the consultation, whether the doctor is expected to know the answer to a question without searching, has the doctor added value to the consultation by searching and the consultation skills used in the process. CONCLUSIONS Patient trust is fundamental to positive perceptions of general practitioners' information seeking at the point-of-care. Communication is key to building this trust. Understanding the patient's agenda, listening, assessing thoroughly and being honest and transparent about the need to seek information all contribute to a positive experience.
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Affiliation(s)
- Isaac Tranter
- General Practice Clinical Unit, The University of Queensland Faculty of Medicine and Biomedical Sciences, Herston, Queensland, Australia
| | - Mieke L van Driel
- General Practice Clinical Unit, The University of Queensland Faculty of Medicine and Biomedical Sciences, Herston, Queensland, Australia
| | - Ben Mitchell
- General Practice Clinical Unit, The University of Queensland Faculty of Medicine and Biomedical Sciences, Herston, Queensland, Australia
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21
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Mahbub M, Srinivasan S, Begoli E, Peterson GD. BioADAPT-MRC: adversarial learning-based domain adaptation improves biomedical machine reading comprehension task. Bioinformatics 2022; 38:4369-4379. [PMID: 35876792 PMCID: PMC9477526 DOI: 10.1093/bioinformatics/btac508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Revised: 05/31/2022] [Indexed: 12/24/2022] Open
Abstract
MOTIVATION Biomedical machine reading comprehension (biomedical-MRC) aims to comprehend complex biomedical narratives and assist healthcare professionals in retrieving information from them. The high performance of modern neural network-based MRC systems depends on high-quality, large-scale, human-annotated training datasets. In the biomedical domain, a crucial challenge in creating such datasets is the requirement for domain knowledge, inducing the scarcity of labeled data and the need for transfer learning from the labeled general-purpose (source) domain to the biomedical (target) domain. However, there is a discrepancy in marginal distributions between the general-purpose and biomedical domains due to the variances in topics. Therefore, direct-transferring of learned representations from a model trained on a general-purpose domain to the biomedical domain can hurt the model's performance. RESULTS We present an adversarial learning-based domain adaptation framework for the biomedical machine reading comprehension task (BioADAPT-MRC), a neural network-based method to address the discrepancies in the marginal distributions between the general and biomedical domain datasets. BioADAPT-MRC relaxes the need for generating pseudo labels for training a well-performing biomedical-MRC model. We extensively evaluate the performance of BioADAPT-MRC by comparing it with the best existing methods on three widely used benchmark biomedical-MRC datasets-BioASQ-7b, BioASQ-8b and BioASQ-9b. Our results suggest that without using any synthetic or human-annotated data from the biomedical domain, BioADAPT-MRC can achieve state-of-the-art performance on these datasets. AVAILABILITY AND IMPLEMENTATION BioADAPT-MRC is freely available as an open-source project at https://github.com/mmahbub/BioADAPT-MRC. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
| | - Sudarshan Srinivasan
- Cyber Resilience and Intelligence Division, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA
| | - Edmon Begoli
- Cyber Resilience and Intelligence Division, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA
| | - Gregory D Peterson
- Department of Electrical Engineering and Computer Science, University of Tennessee, Knoxville, TN 37996, USA
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22
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Kalra M, Henry E, McCann K, Karuturi MS, Bustamante Alvarez JG, Parkes A, Wesolowski R, Wei M, Mougalian SS, Durm G, Qin A, Schonewolf C, Trivedi M, Armaghani AJ, Wilson FH, Iams WT, Turk AA, Vikas P, Cecchini M, Lubner S, Pathak P, Spencer K, Koshkin VS, Labriola MK, Marshall CH, Beckermann KE, Sharifi MN, Bejjani AC, Hotchandani V, Housri S, Housri N. Making National Cancer Institute-Designated Comprehensive Cancer Center Knowledge Accessible to Community Oncologists via an Online Tumor Board: Longitudinal Observational Study. JMIR Cancer 2022; 8:e33859. [PMID: 35588361 PMCID: PMC9164098 DOI: 10.2196/33859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Revised: 03/07/2022] [Accepted: 03/17/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Expert knowledge is often shared among multidisciplinary academic teams at tumor boards (TBs) across the country, but these conversations exist in silos and do not reach the wider oncology community. OBJECTIVE Using an oncologist-only question and answer (Q&A) website, we sought to document expert insights from TBs at National Cancer Institute-designated Comprehensive Cancer Centers (NCI-CCCs) to provide educational benefits to the oncology community. METHODS We designed a process with the NCI-CCCs to document and share discussions from the TBs focused on areas of practice variation on theMednet, an interactive Q&A website of over 13,000 US oncologists. The faculty translated the TB discussions into concise, non-case-based Q&As on theMednet. Answers were peer reviewed and disseminated in email newsletters to registered oncologists. Reach and engagement were measured. Following each Q&A, a survey question asked how the TB Q&As impacted the readers' practice. RESULTS A total of 23 breast, thoracic, gastrointestinal, and genitourinary programs from 16 NCI-CCC sites participated. Between December 2016 and July 2021, the faculty highlighted 368 questions from their TBs. Q&As were viewed 147,661 times by 7381 oncologists at 3515 institutions from all 50 states. A total of 277 (75%) Q&As were viewed every month. Of the 1063 responses to a survey question on how the Q&A affected clinicians' practices, 646 (61%) reported that it confirmed their current practice, 163 (20%) indicated that a Q&A would change their future practice, and 214 (15%) reported learning something new. CONCLUSIONS Through an online Q&A platform, academics at the NCI-CCCs share knowledge outside the walls of academia with oncologists across the United States. Access to up-to-date expert knowledge can reassure clinicians' practices, significantly impact patient care in community practices, and be a source of new knowledge and education.
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Affiliation(s)
- Maitri Kalra
- Division of Hematology/Oncology, Department of Medicine, Indiana University Health Ball Memorial Hospital, Fishers, IN, United States
| | - Elizabeth Henry
- Division of Hematology/Oncology, Department of Medicine, Loyola University Stritch School of Medicine, Maywood, IL, United States
| | - Kelly McCann
- Division of Hematology/Oncology, Department of Medicine, University of California, Los Angeles, Beverly Hills, CA, United States
| | - Meghan S Karuturi
- Division of Hematology/Oncology, Department of Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Jean G Bustamante Alvarez
- Division of Hematology/Oncology, Department of Medicine, West Virginia University, Morgantown, WV, United States
| | - Amanda Parkes
- Division of Hematology/Oncology, Department of Medicine, University of Wisconsin, Madison, WI, United States
| | - Robert Wesolowski
- Division of Hematology/Oncology, Department of Medicine, Ohio State University, Columbus, OH, United States
| | - Mei Wei
- Division of Hematology/Oncology, Department of Medicine, University of Utah, Utah City, UT, United States
| | - Sarah S Mougalian
- Department of Radiation/Oncology, Yale University School of Medicine, New Haven, CT, United States
| | - Gregory Durm
- Division of Hematology/Oncology, Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Angel Qin
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Caitlin Schonewolf
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Meghna Trivedi
- Division of Hematology/Oncology, Department of Medicine, Herbert-Irving Comprehensive Cancer Center, Columbia University, New York, NY, United States
| | - Avan J Armaghani
- Division of Hematology/Oncology, Department of Medicine, Moffitt Cancer Center University of South Florida, Tampa, FL, United States
| | - Frederick H Wilson
- Department of Radiation/Oncology, Yale University School of Medicine, New Haven, CT, United States
| | - Wade T Iams
- Division of Oncology, Department of Medicine, Vanderbilt University, Nashville, TN, United States
| | - Anita A Turk
- Division of Hematology/Oncology, Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Praveen Vikas
- Division of Hematology/Oncology, Department of Medicine, University of Iowa, Iowa City, IA, United States
| | - Michael Cecchini
- Department of Radiation/Oncology, Yale University School of Medicine, New Haven, CT, United States
| | - Sam Lubner
- Division of Hematology/Oncology, Department of Medicine, University of Wisconsin, Madison, WI, United States
| | - Priyadarshini Pathak
- Division of Hematology/Oncology, Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Kristen Spencer
- Division of Hematology/Oncology, Department of Medicine, Rutgers University Cancer Institute of New Jersey, New Brunswick, NJ, United States
| | - Vadim S Koshkin
- Division of Hematology/Oncology, Department of Medicine, University of California, Los Angeles, Beverly Hills, CA, United States
| | - Matthew K Labriola
- Division of Hematology/Oncology, Department of Medicine, Duke University, Durham, NC, United States
| | - Catherine H Marshall
- Division of Oncology, Department of Medicine, Johns Hopkins University, Baltimore, MD, United States
| | - Katy E Beckermann
- Division of Oncology, Department of Medicine, Vanderbilt University, Nashville, TN, United States
| | - Marina N Sharifi
- Division of Hematology/Oncology, Department of Medicine, University of Wisconsin, Madison, WI, United States
| | - Anthony C Bejjani
- Division of Hematology/Oncology, Department of Medicine, Veterans Health Administration Greater Los Angeles Health System, Los Angeles, CA, United States
| | | | | | - Nadine Housri
- Department of Radiation/Oncology, Yale University School of Medicine, New Haven, CT, United States
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Eldredge J, Nogar C. Physician Assistant Student Training in Question Formulation: A Quasi-Experiment. J Physician Assist Educ 2022; 33:47-50. [PMID: 35170558 DOI: 10.1097/jpa.0000000000000409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
PURPOSE To measure improvement in evidence-based practice (EBP) question formulation skills in physician assistant (PA) students using a new approach that included a rubric. METHODS Quasi-experiment study design featuring pre- and posttests in which the participants are their own controls using a paired t-test to measure skills improvement. RESULTS Physician assistant students increased their skills in formulating EBP questions by a statistically significant margin. CONCLUSIONS This new approach to teaching EBP question formulation with its rubric offers a vehicle for training PA students in question formulation skills that is potentially more versatile than the conventional PICO (Population, Intervention, Comparison, and Outcomes) approach.
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Affiliation(s)
- Jonathan Eldredge
- Jonathan Eldredge, PhD, is an associate professor at the University of New Mexico School of Medicine, HSLIC/Family & Community Medicine, in Albuquerque, New Mexico
- Carmella Nogar, PA-C, is instructional faculty at the University of New Mexico School of Medicine, HSLIC/Family & Community Medicine, in Albuquerque, New Mexico
| | - Carmella Nogar
- Jonathan Eldredge, PhD, is an associate professor at the University of New Mexico School of Medicine, HSLIC/Family & Community Medicine, in Albuquerque, New Mexico
- Carmella Nogar, PA-C, is instructional faculty at the University of New Mexico School of Medicine, HSLIC/Family & Community Medicine, in Albuquerque, New Mexico
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Hahn TW, Regner C, Metzger E, Zakletskaia L, Birstler J. OB-Newborn TEACH Cards: A Curricular Tool for Maternal-Child Rotations That Influences Patient Care. PRIMER (LEAWOOD, KAN.) 2022; 6:2. [PMID: 35481232 PMCID: PMC9037249 DOI: 10.22454/primer.2022.716258] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
INTRODUCTION Evidence-based medicine (EBM) teaching is most successful when integrated with patient care, but finding time for teaching on inpatient rotations is difficult. Obstetrics (OB)-Newborn TEACH (Teaching Evidence-based medicine And Clinical topics in the Hospital) Cards is a curricular tool for efficient teaching sessions on maternity care rotations. We evaluated the impact of OB-Newborn TEACH Cards on resident EBM attitudes and skills, exposure to clinical topics, and patient management. METHODS OB-Newborn TEACH Cards includes 56 cards on obstetrics and newborn topics with background and foreground discussion questions. Residents on a family medicine maternal-child service completed pre- and postrotation surveys to assess the cards' impact on EBM attitudes and skills. Faculty and residents also completed point-of-care surveys to assess the self-reported influence on management decisions. RESULTS Of 24 potential resident participants, 58% completed pre- and postrotation surveys, which showed significant increase in perceived EBM skills like applying evidence to a clinical scenario (P=.04), but a decrease in reported attitudes that EBM is realistic (P=.028) and useful (P=.025). Residents agreed the cards exposed them to a variety of topics. Point-of-care surveys (n=58) indicated that 57% of the time respondents used a card to learn about a topic not related to a specific patient. When used to learn about specific patients, the cards influenced self-reported patient care 44% of the time. CONCLUSION OB-Newborn TEACH Cards are a promising inpatient teaching tool for improving perceived EBM clinical application, exposing residents to maternal-child topics, and influencing patient care decisions.
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Affiliation(s)
- Thomas W Hahn
- University of Wisconsin Department of Family Medicine and Community Health, Madison, WI
| | | | | | - Larissa Zakletskaia
- University of Wisconsin Department of Family Medicine and Community Health, Madison, WI
| | - Jen Birstler
- University of Wisconsin Department of Biostatistics and Medical Informatics, Madison, WI
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Korownyk CS, Allan GM, McCormack J, Lindblad AJ, Horvey S, Kolber MR. Successes, lessons and opportunities: 15-year follow-up of an integrated evidence-based medicine curriculum. BMJ Evid Based Med 2021; 26:241-245. [PMID: 33355249 PMCID: PMC8479748 DOI: 10.1136/bmjebm-2020-111393] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/02/2020] [Indexed: 01/17/2023]
Abstract
In 2005, the Department of Family Medicine at the University of Alberta introduced an evidence-based practice curriculum into the 2-year Family Medicine Residency Program. The curriculum was based on best available evidence, had multiple components and was comprehensive in its approach. It prioritised preappraised summary evidence over in-depth evidence appraisal. This paper describes the lessons learnt over the past 15 years including components that were eventually discontinued. We also discuss additions to the programme including the development of accessible, preappraised, summarised resources. We review the difficulties associated with evaluation and the incorporation of evidence-based practice into all aspects of residency training. Future directions are discussed including the incorporation of shared decision-making at the point of care.
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Affiliation(s)
- Christina S Korownyk
- Family Medicine, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - G Michael Allan
- Family Medicine, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
- College of Family Physicians of Canada, Mississauga, Ontario, Canada
| | - James McCormack
- Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Adrienne J Lindblad
- Family Medicine, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
- College of Family Physicians of Canada, Mississauga, Ontario, Canada
| | - Samantha Horvey
- Family Medicine, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Michael R Kolber
- Family Medicine, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
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26
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Ostropolets A, Zachariah P, Ryan P, Chen R, Hripcsak G. Data Consult Service: Can we use observational data to address immediate clinical needs? J Am Med Inform Assoc 2021; 28:2139-2146. [PMID: 34333606 PMCID: PMC8449613 DOI: 10.1093/jamia/ocab122] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Revised: 03/30/2021] [Accepted: 06/02/2021] [Indexed: 01/08/2023] Open
Abstract
OBJECTIVE A number of clinical decision support tools aim to use observational data to address immediate clinical needs, but few of them address challenges and biases inherent in such data. The goal of this article is to describe the experience of running a data consult service that generates clinical evidence in real time and characterize the challenges related to its use of observational data. MATERIALS AND METHODS In 2019, we launched the Data Consult Service pilot with clinicians affiliated with Columbia University Irving Medical Center. We created and implemented a pipeline (question gathering, data exploration, iterative patient phenotyping, study execution, and assessing validity of results) for generating new evidence in real time. We collected user feedback and assessed issues related to producing reliable evidence. RESULTS We collected 29 questions from 22 clinicians through clinical rounds, emails, and in-person communication. We used validated practices to ensure reliability of evidence and answered 24 of them. Questions differed depending on the collection method, with clinical rounds supporting proactive team involvement and gathering more patient characterization questions and questions related to a current patient. The main challenges we encountered included missing and incomplete data, underreported conditions, and nonspecific coding and accurate identification of drug regimens. CONCLUSIONS While the Data Consult Service has the potential to generate evidence and facilitate decision making, only a portion of questions can be answered in real time. Recognizing challenges in patient phenotyping and designing studies along with using validated practices for observational research are mandatory to produce reliable evidence.
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Affiliation(s)
- Anna Ostropolets
- Department of Biomedical Informatics, Columbia University Medical Center, New York, New York, USA
| | - Philip Zachariah
- Department of Biomedical Informatics, Columbia University Medical Center, New York, New York, USA
- NewYork-Presbyterian Hospital, New York, New York, USA
| | - Patrick Ryan
- Department of Biomedical Informatics, Columbia University Medical Center, New York, New York, USA
| | - Ruijun Chen
- Department of Biomedical Informatics, Columbia University Medical Center, New York, New York, USA
- Department of Translational Data Science and Informatics, Geisinger, Danville, Pennsylvania, USA
| | - George Hripcsak
- Department of Biomedical Informatics, Columbia University Medical Center, New York, New York, USA
- NewYork-Presbyterian Hospital, New York, New York, USA
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27
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Fung C, Shah S, Helmer-Smith M, Levi C, Keely E, Liddy C. Clinical Questions Asked by Long-Term Care Providers Through eConsult: A Retrospective Study. Gerontol Geriatr Med 2021; 7:23337214211032055. [PMID: 34471649 PMCID: PMC8404619 DOI: 10.1177/23337214211032055] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 06/16/2021] [Accepted: 06/24/2021] [Indexed: 02/02/2023] Open
Abstract
Introduction eConsult allows primary care providers (PCPs) to access timely specialist advice and informs patient care. To understand the use of eConsult in long-term care (LTC) settings, we examined the clinical content and types of questions asked by LTC PCPs. Methods A descriptive, retrospective study of eConsults submitted through the Champlain BASE™ eConsult Service between January 1, 2017, and December 31, 2018, by LTC PCPs was conducted. Cases were classified using validated taxonomies. Descriptive statistics were generated for content and question type classifications, service utilization data, and close-out survey responses. Results 22 LTC PCPs submitted 113 eConsults. They sought advice about drug treatment (58%), diagnosis (44%), and management (38%) in a breadth of clinical areas, often skin-related (39%). Long-term care PCPs frequently asked more than one question type (42%). They received advice within 1 week (91%) and rated eConsult as very helpful and educational. Three case examples are presented. Conclusion This study demonstrates the type of advice LTC PCPs are seeking through eConsult and its usefulness in this setting. Long-term care stakeholders are encouraged to consider implementing eConsult in other regions, as a means to improve access to timely specialist advice, support clinical decision-making, and improve residents’ quality of life.
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Affiliation(s)
- Celeste Fung
- St. Patrick's Home of Ottawa, Ottawa, ON, Canada.,Department of Family Medicine, University of Ottawa, Ottawa, ON, Canada.,Ontario eConsult Centre of Excellence, The Ottawa Hospital, Ottawa, ON, Canada
| | - Soha Shah
- Department of Family Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Mary Helmer-Smith
- Department of Family Medicine, University of Ottawa, Ottawa, ON, Canada.,C.T. Lamont Primary Health Care Research Centre, Bruyère Research Institute, Ottawa, ON, Canada
| | - Cheryl Levi
- Emergency Department Outreach Program, The Ottawa Hospital, Ottawa, ON, Canada
| | - Erin Keely
- Ontario eConsult Centre of Excellence, The Ottawa Hospital, Ottawa, ON, Canada.,Department of Medicine, University of Ottawa, Ottawa, ON, Canada.,Division of Endocrinology/Metabolism, The Ottawa Hospital, Ottawa, ON, Canada
| | - Clare Liddy
- Department of Family Medicine, University of Ottawa, Ottawa, ON, Canada.,Ontario eConsult Centre of Excellence, The Ottawa Hospital, Ottawa, ON, Canada.,C.T. Lamont Primary Health Care Research Centre, Bruyère Research Institute, Ottawa, ON, Canada
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Rambaud C, Fauquert B, Charbonnel P, Falcoff H, Letrilliart L. Evaluation of a guidelines website capitalizing on Finnish content and Belgium interface: A pilot study in French general practice. Health Informatics J 2021; 27:14604582211024702. [PMID: 34159842 DOI: 10.1177/14604582211024702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
No reference point-of-care, web-based medical compendium is available in general practice in France. We have then conducted the experimentation of EBMPracticeNet, a Belgian website of guidelines translated and adapted from the Finnish EBM Guidelines. We collected data from three sources: (i) the website logbook; (ii) a search-specific assessment questionnaire; (iii) a global assessment questionnaire. A cumulative number of 262 (62.8%) physicians performed at least one search on the website and clicked on average 5.9 times per month. Physicians globally got an accurate answer (74.2%). They found the information provided by the website reliable (92.2%) and useful for practice (78.6%). They perceived the website ergonomics as good. The main reported barriers were the time and effort required to find an accurate answer and the uneven relevance of the information retrieved. Improvements should focus on guidelines indexing and their adaptation to the French context, and training physicians to search medical databases.
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Affiliation(s)
- Claire Rambaud
- Université Claude Bernard Lyon 1, France.,Collège de la Médecine Générale, France
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29
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Campbell C, Braund R, Morris C. A mixed methods study on medicines information needs and challenges in New Zealand general practice. BMC FAMILY PRACTICE 2021; 22:150. [PMID: 34246231 PMCID: PMC8272906 DOI: 10.1186/s12875-021-01451-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/25/2020] [Accepted: 05/05/2021] [Indexed: 11/13/2022]
Abstract
BACKGROUND Medicines are central to healthcare in aging populations with chronic multi-morbidity. Their safe and effective use relies on a large and constantly increasing knowledge base. Despite the current era of unprecedented access to information, there is evidence that unmet information needs remain an issue in clinical practice. Unmet medicines information needs may contribute to sub-optimal use of medicines and patient harm. Little is known about medicines information needs in the primary care setting. The aim of this study was to investigate the nature of medicines information needs in routine general practice and understand the challenges and influences on the information-seeking behaviour of general practitioners. METHODS A mixed methods study involving 18 New Zealand general practitioner participants was undertaken. Quantitative data were collected to characterize the medicines information needs arising during 642 consultations conducted by the participants. Qualitative data regarding participant views on their medicines information needs, resources used, challenges to meeting the needs and potential solutions were collected by semi-structured interview. Integration occurred by comparison of results from each method. RESULTS Of 642 consultations, 11% (n = 73/642) featured at least one medicines information need. The needs spanned 14 different categories with dosing the most frequent (26%) followed by side effects (15%) and drug interactions (14%). Two main themes describing the nature of general practitioners' medicines information needs were identified from the qualitative data: a 'common core' related to medicine dose, side effects and interactions and a 'perplexing periphery'. Challenges in the perplexing periphery were the variation in information needs, complexity, 'known unknowns' and 'unknown unknowns'. Key factors affecting general practitioners' strategies for meeting medicines information needs were trust in a resource, presence of the patient, how the information was presented, scarcity of time, awareness of the existence of a resource, and its accessibility. CONCLUSIONS General practitioners face challenges in meeting wide-ranging medicines information needs in patients with increasingly complex care needs. Recognising the challenges and factors that influence resource use in practice can inform optimisation of medicines information support resources. Resources for general practitioners must take into account the complexity and time constraints of real-world practice. An individually responsive approach involving greater collaboration with pharmacists and specialist medicines information support services may provide a potential solution.
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Affiliation(s)
- Chloë Campbell
- School of Pharmacy, University of Otago, Dunedin, New Zealand.
- Department of Primary Health Care and General Practice, University of Otago, Wellington, New Zealand.
- Pharmaceutical Society of New Zealand, Wellington, New Zealand.
| | - Rhiannon Braund
- School of Pharmacy, University of Otago, Dunedin, New Zealand
- New Zealand Pharmacovigilance Centre, University of Otago, Dunedin, New Zealand
| | - Caroline Morris
- Department of Primary Health Care and General Practice, University of Otago, Wellington, New Zealand
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Aspinall EE, Hunt SL, Theis-Mahon NR, Chew KV, Olawsky E. Addressing Disparities in Physician Access to Information in Support of Evidence-based Practice. HEALTH COMMUNICATION 2021; 36:900-908. [PMID: 32041438 DOI: 10.1080/10410236.2020.1723049] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
The purpose of this study is to determine if Minnesota physicians have access to information resources needed to support evidence-based practice (EBP), which supports a culture of safety and patient-centered care. A survey was used to determine Minnesota physicians' need for, and access to, evidence-based clinical information. A total of 877 responses (6.4% response rate) were included in the data analysis. Participants spent 24 min daily seeking answers to clinical questions and averaged 4.41 questions per day that could not be immediately answered. Physicians reported high levels of information needs met (85.8%), though they reported limited access to drug resources, citation databases, systematic reviews, and full-text books and articles. Results also showed use of unreliable sources to support decision-making. A key finding was the extent to which workplace affiliation broadens disparities in information access. National and regional approaches can work to support EBP by reducing the information gap caused by workplace affiliation and other barriers. Further research should be done to identify partnerships, funding, infrastructure, and support to address these gaps.
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Affiliation(s)
| | | | | | | | - Evan Olawsky
- School of Public Health, Division of Biostatistics, University of Minnesota
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31
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Aakre CA, Maggio LA, Fiol GD, Cook DA. Barriers and facilitators to clinical information seeking: a systematic review. J Am Med Inform Assoc 2021; 26:1129-1140. [PMID: 31127830 DOI: 10.1093/jamia/ocz065] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2019] [Revised: 03/28/2019] [Accepted: 04/19/2019] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVE The study sought to identify barriers to and facilitators of point-of-care information seeking and use of knowledge resources. MATERIALS AND METHODS We searched MEDLINE, Embase, PsycINFO, and Cochrane Library from 1991 to February 2017. We included qualitative studies in any language exploring barriers to and facilitators of point-of-care information seeking or use of electronic knowledge resources. Two authors independently extracted data on users, study design, and study quality. We inductively identified specific barriers or facilitators and from these synthesized a model of key determinants of information-seeking behaviors. RESULTS Forty-five qualitative studies were included, reporting data derived from interviews (n = 26), focus groups (n = 21), ethnographies (n = 6), logs (n = 4), and usability studies (n = 2). Most studies were performed within the context of general medicine (n = 28) or medical specialties (n = 13). We inductively identified 58 specific barriers and facilitators and then created a model reflecting 5 key determinants of information-seeking behaviors: time includes subthemes of time availability, efficiency of information seeking, and urgency of information need; accessibility includes subthemes of hardware access, hardware speed, hardware portability, information restriction, and cost of resources; personal skills and attitudes includes subthemes of computer literacy, information-seeking skills, and contextual attitudes about information seeking; institutional attitudes, cultures, and policies includes subthemes describing external individual and institutional information-seeking influences; and knowledge resource features includes subthemes describing information-seeking efficiency, information content, information organization, resource familiarity, information credibility, information currency, workflow integration, compatibility of recommendations with local processes, and patient educational support. CONCLUSIONS Addressing these determinants of information-seeking behaviors may facilitate clinicians' question answering to improve patient care.
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Affiliation(s)
- Christopher A Aakre
- Division of General Internal Medicine, Mayo Clinic, Rochester, Minnesota, USA
| | - Lauren A Maggio
- Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
| | - Guilherme Del Fiol
- Department of Biomedical Informatics, University of Utah School of Medicine, Salt Lake City, Utah, USA
| | - David A Cook
- Division of General Internal Medicine, Mayo Clinic, Rochester, Minnesota, USA
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Laera E, Gutzman K, Spencer A, Beyer C, Bolore S, Gallagher J, Pidgeon S, Rodriguez R. Why are they not accessing it? User barriers to clinical information access. J Med Libr Assoc 2021; 109:126-132. [PMID: 33424474 PMCID: PMC7772983 DOI: 10.5195/jmla.2021.1051] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The Medical Library Association's InSight Initiative provides an open and collaborative environment for library and industry partners to discuss vexing problems and find solutions to better serve their users. The initiative's fifth summit, continuing work from the previous summit, focused on understanding how users discover and access information in the clinical environment. During the summit, participants were divided into working groups and encouraged to create a tangible product as a result of their discussions. At the end of the summit, participants established a framework for understanding users' pain points, discussed possible solutions to those points, and received feedback on their work from an End User Advisory Board comprising physicians, clinical researchers, and clinical faculty in biomedicine. In addition to the pain point framework, participants are developing MLA InSight Initiative Learning content with modules to educate librarians and publishers about critical aspects of user behavior. The 2020 Insight Initiative Fall Forum will serve as a virtual home for constructive dialogue between health sciences librarians and publishers on improving discovery and access to information.
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Affiliation(s)
- Elizabeth Laera
- , Medical Librarian, McMahon-Sibley Medical Library, Brookwood Baptist Health, Birmingham, AL
| | - Karen Gutzman
- , Head, Research Assessment and Communications, Galter Health Sciences Library & Learning Center, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Angela Spencer
- , Assistant Professor, Medical Center Library, Saint Louis University, St. Louis MO
| | - Charlotte Beyer
- , Library Director, Boxer Library, Rosalind Franklin University of Medicine and Science, North Chicago, IL
| | - Saskia Bolore
- , Sales Manager, JAMA Network, American Medical Association, Chicago, IL
| | - John Gallagher
- , Director, Cushing/Whitney Medical Library, Yale University, New Haven, CT
| | - Sean Pidgeon
- , Publishing Director, Science & Medicine, Oxford University Press, New York, NY
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Eldredge J, Schiff MA, Langsjoen JO, Jerabek RN. Question formulation skills training using a novel rubric with first-year medical students. J Med Libr Assoc 2021; 109:68-74. [PMID: 33424466 PMCID: PMC7772986 DOI: 10.5195/jmla.2021.935] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Objective: The authors used an assessment rubric to measure medical students' improvement in question formulation skills following a brief evidence-based practice (EBP) training session conducted by a health sciences librarian. Method: In a quasi-experimental designed study, students were assessed using a rubric on their pre-instructional skills in formulating answerable EBP questions, based on a clinical scenario. Following their training, they were assessed using the same scenario and rubric. Student pre- and post-test scores were compared using a paired t-test. Results: Students demonstrated statistically significant improvement in their question formulation skills on their post-instructional assessments. The average score for students on the pre-test was 45.5 (SD 11.1) and the average score on the post-test was 65.6 (SD 5.4) with an average increase of 20.1 points on the 70-point scale, p<0.001. Conclusion: The brief instructional session aided by the rubric improved students' performance in question formulation skills.
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Affiliation(s)
- Jonathan Eldredge
- , Associate Professor, Health Sciences Library and Informatics Center, Family & Community Medicine Department, School of Medicine, College of Population Health, University of New Mexico, Albuquerque, NM
| | - Melissa A Schiff
- , Research Professor, Division of Epidemiology, Biostatistics, and Preventive Medicine, Department of Internal Medicine, University of New Mexico, Albuquerque, NM
| | - Jens O Langsjoen
- , Associate Professor, Division of Hospital Medicine, Department of Internal Medicine, University of New Mexico, Albuquerque, NM
| | - Roger N Jerabek
- , Associate Scientist II, Program, Evaluation, Education, and Research, School of Medicine, University of New Mexico, Albuquerque, NM
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van der Keylen P, Tomandl J, Wollmann K, Möhler R, Sofroniou M, Maun A, Voigt-Radloff S, Frank L. The Online Health Information Needs of Family Physicians: Systematic Review of Qualitative and Quantitative Studies. J Med Internet Res 2020; 22:e18816. [PMID: 33377874 PMCID: PMC7806443 DOI: 10.2196/18816] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2020] [Revised: 07/20/2020] [Accepted: 11/11/2020] [Indexed: 01/27/2023] Open
Abstract
Background Digitalization and the increasing availability of online information have changed the way in which information is searched for and retrieved by the public and by health professionals. The technical developments in the last two decades have transformed the methods of information retrieval. Although systematic evidence exists on the general information needs of specialists, and in particular, family physicians (FPs), there have been no recent systematic reviews to specifically address the needs of FPs and any barriers that may exist to accessing online health information. Objective This review aims to provide an up-to-date perspective on the needs of FPs in searching, retrieving, and using online information. Methods This systematic review of qualitative and quantitative studies searched a multitude of databases spanning the years 2000 to 2020 (search date January 2020). Studies that analyzed the online information needs of FPs, any barriers to the accessibility of information, and their information-seeking behaviors were included. Two researchers independently scrutinized titles and abstracts, analyzing full-text papers for their eligibility, the studies therein, and the data obtained from them. Results The initial search yielded 4541 studies for initial title and abstract screening. Of the 144 studies that were found to be eligible for full-text screening, 41 were finally included. A total of 20 themes were developed and summarized into 5 main categories: individual needs of FPs before the search; access needs, including factors that would facilitate or hinder information retrieval; quality needs of the information to hand; utilization needs of the information available; and implication needs for everyday practice. Conclusions This review suggests that searching, accessing, and using online information, as well as any pre-existing needs, barriers, or demands, should not be perceived as separate entities but rather be regarded as a sequential process. Apart from accessing information and evaluating its quality, FPs expressed concerns regarding the applicability of this information to their everyday practice and its subsequent relevance to patient care. Future online information resources should cater to the needs of the primary care setting and seek to address the way in which such resources may be adapted to these specific requirements.
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Affiliation(s)
- Piet van der Keylen
- Friedrich-Alexander University Erlangen-Nürnberg, Institute of General Practice, University Hospital Erlangen, Erlangen, Germany
| | - Johanna Tomandl
- Friedrich-Alexander University Erlangen-Nürnberg, Institute of General Practice, University Hospital Erlangen, Erlangen, Germany
| | - Katharina Wollmann
- Institute for Evidence in Medicine, Medical Center, Faculty of Medicine, University of Freiburg, Freiburg, Germany.,Cochrane Germany Foundation, Freiburg, Germany
| | - Ralph Möhler
- Institute for Health Services Research and Health Economics, Heinrich-Heine-University Düsseldorf, Center for Health and Society, Faculty of Medicine, Düsseldorf, Germany
| | - Mario Sofroniou
- Division of General Practice, Medical Center, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Andy Maun
- Division of General Practice, Medical Center, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | | | - Luca Frank
- Friedrich-Alexander University Erlangen-Nürnberg, Institute of General Practice, University Hospital Erlangen, Erlangen, Germany
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Lee EK, Uppal K. CERC: an interactive content extraction, recognition, and construction tool for clinical and biomedical text. BMC Med Inform Decis Mak 2020; 20:306. [PMID: 33323109 PMCID: PMC7739454 DOI: 10.1186/s12911-020-01330-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/11/2020] [Indexed: 12/24/2022] Open
Abstract
Background Automated summarization of scientific literature and patient records is essential for enhancing clinical decision-making and facilitating precision medicine. Most existing summarization methods are based on single indicators of relevance, offer limited capabilities for information visualization, and do not account for user specific interests. In this work, we develop an interactive content extraction, recognition, and construction system (CERC) that combines machine learning and visualization techniques with domain knowledge for highlighting and extracting salient information from clinical and biomedical text. Methods A novel sentence-ranking framework multi indicator text summarization, MINTS, is developed for extractive summarization. MINTS uses random forests and multiple indicators of importance for relevance evaluation and ranking of sentences. Indicative summarization is performed using weighted term frequency-inverse document frequency scores of over-represented domain-specific terms. A controlled vocabulary dictionary generated using MeSH, SNOMED-CT, and PubTator is used for determining relevant terms. 35 full-text CRAFT articles were used as the training set. The performance of the MINTS algorithm is evaluated on a test set consisting of the remaining 32 full-text CRAFT articles and 30 clinical case reports using the ROUGE toolkit. Results The random forests model classified sentences as “good” or “bad” with 87.5% accuracy on the test set. Summarization results from the MINTS algorithm achieved higher ROUGE-1, ROUGE-2, and ROUGE-SU4 scores when compared to methods based on single indicators such as term frequency distribution, position, eigenvector centrality (LexRank), and random selection, p < 0.01. The automatic language translator and the customizable information extraction and pre-processing pipeline for EHR demonstrate that CERC can readily be incorporated within clinical decision support systems to improve quality of care and assist in data-driven and evidence-based informed decision making for direct patient care. Conclusions We have developed a web-based summarization and visualization tool, CERC (https://newton.isye.gatech.edu/CERC1/), for extracting salient information from clinical and biomedical text. The system ranks sentences by relevance and includes features that can facilitate early detection of medical risks in a clinical setting. The interactive interface allows users to filter content and edit/save summaries. The evaluation results on two test corpuses show that the newly developed MINTS algorithm outperforms methods based on single characteristics of importance.
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Affiliation(s)
- Eva K Lee
- Center for Operations Research in Medicine and HealthCare, School of Industrial and Systems Engineering, School of Biological Sciences, Georgia Institute of Technology, Atlanta, USA.
| | - Karan Uppal
- School of Medicine, Emory University, Atlanta, GA, USA
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Wewege MA, Bagg MK, Jones MD, McAuley JH. Analgesic medicines for adults with low back pain: protocol for a systematic review and network meta-analysis. Syst Rev 2020; 9:255. [PMID: 33148322 PMCID: PMC7643321 DOI: 10.1186/s13643-020-01506-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Accepted: 10/19/2020] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND There is limited evidence for the comparative effectiveness of analgesic medicines for adults with low back pain. This systematic review and network meta-analysis aims to determine the analgesic effect, safety, acceptability, effect on function, and relative rank according to analgesic effect, safety, acceptability, and effect on function of a single course of [an] analgesic medicine(s) or combination of these medicines for people with low back pain. METHODS We will include published and unpublished randomised trials written in any language that compare an analgesic medicine to either another medicine, placebo/sham, or no intervention in adults with low back pain, grouped according to pain duration: acute (fewer than 6 weeks), sub-acute (6 to 12 weeks), and chronic (greater than 12 weeks). The co-primary outcomes are pain intensity following treatment and safety (adverse events). The secondary outcomes are function and acceptability (all-cause dropouts). We will perform a network meta-analysis to compare and rank analgesic medicines. We will form judgements of confidence in the results using the Confidence in Network Meta-Analysis (CINeMA) methodology. DISCUSSION This network meta-analysis will establish which medicine, or combination of medicines, is most effective for reducing pain and safest for adults with low back pain. SYSTEMATIC REVIEW REGISTRATION PROSPERO CRD42019145257.
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Affiliation(s)
- Michael A. Wewege
- School of Medical Sciences, Faculty of Medicine, University of New South Wales, Sydney, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, Australia
| | - Matthew K. Bagg
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, Australia
- Prince of Wales Clinical School, University of New South Wales, Sydney, NSW 2052 Australia
- New College Village, University of New South Wales, Sydney, Australia
| | - Matthew D. Jones
- School of Medical Sciences, Faculty of Medicine, University of New South Wales, Sydney, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, Australia
| | - James H. McAuley
- School of Medical Sciences, Faculty of Medicine, University of New South Wales, Sydney, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia, Sydney, Australia
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Abstract
BACKGROUND Many nurses are digital natives who have grown up with advanced technology. Bedside competence is essential, and written policies and procedures guide our practice. Newer learning styles, time constraints, and available personnel may be barriers to historical approaches to information dissemination. METHODS Quick Response code technology was incorporated to provide just-in-time resources that can be readily accessed at the point of care. RESULTS Nurses have incorporated Quick Response codes in novel ways to provide quick resources in a dynamic environment. Examples include orientation documents, educational rollouts, infrequently used and high-risk equipment, and leadership updates. IMPLICATIONS Bedside nurses in our institution have embraced this technology. Benefits include engagement, increased knowledge, and a sense of value among our nursing team.
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Chiocchia V, Nikolakopoulou A, Papakonstantinou T, Egger M, Salanti G. Agreement between ranking metrics in network meta-analysis: an empirical study. BMJ Open 2020; 10:e037744. [PMID: 32819946 PMCID: PMC7440831 DOI: 10.1136/bmjopen-2020-037744] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2020] [Revised: 06/29/2020] [Accepted: 07/06/2020] [Indexed: 12/01/2022] Open
Abstract
OBJECTIVE To empirically explore the level of agreement of the treatment hierarchies from different ranking metrics in network meta-analysis (NMA) and to investigate how network characteristics influence the agreement. DESIGN Empirical evaluation from re-analysis of NMA. DATA 232 networks of four or more interventions from randomised controlled trials, published between 1999 and 2015. METHODS We calculated treatment hierarchies from several ranking metrics: relative treatment effects, probability of producing the best value [Formula: see text] and the surface under the cumulative ranking curve (SUCRA). We estimated the level of agreement between the treatment hierarchies using different measures: Kendall's τ and Spearman's ρ correlation; and the Yilmaz [Formula: see text] and Average Overlap, to give more weight to the top of the rankings. Finally, we assessed how the amount of the information present in a network affects the agreement between treatment hierarchies, using the average variance, the relative range of variance and the total sample size over the number of interventions of a network. RESULTS Overall, the pairwise agreement was high for all treatment hierarchies obtained by the different ranking metrics. The highest agreement was observed between SUCRA and the relative treatment effect for both correlation and top-weighted measures whose medians were all equal to 1. The agreement between rankings decreased for networks with less precise estimates and the hierarchies obtained from [Formula: see text] appeared to be the most sensitive to large differences in the variance estimates. However, such large differences were rare. CONCLUSIONS Different ranking metrics address different treatment hierarchy problems, however they produced similar rankings in the published networks. Researchers reporting NMA results can use the ranking metric they prefer, unless there are imprecise estimates or large imbalances in the variance estimates. In this case treatment hierarchies based on both probabilistic and non-probabilistic ranking metrics should be presented.
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Affiliation(s)
- Virginia Chiocchia
- Institute of Social and Preventive Medicine, University of Bern, Bern, BE, Switzerland
| | | | | | - Matthias Egger
- Institute of Social and Preventive Medicine, University of Bern, Bern, BE, Switzerland
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Georgia Salanti
- Institute of Social and Preventive Medicine, University of Bern, Bern, BE, Switzerland
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Daei A, Soleymani MR, Ashrafi-Rizi H, Kelishadi R, Zargham-Boroujeni A. Personal, technical and organisational factors affect whether physicians seek answers to clinical questions during patient care: a literature review. Health Info Libr J 2020; 38:81-96. [PMID: 32686897 DOI: 10.1111/hir.12323] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2019] [Revised: 06/19/2020] [Accepted: 06/23/2020] [Indexed: 11/27/2022]
Abstract
BACKGROUND Numerous questions are generated for physicians during patient care. Facilitators and barriers affect the physicians' clinical information-seeking behaviour. While most health studies have focused on barriers, few have dealt with facilitators. OBJECTIVE This review aimed to identify facilitators in physicians' information-seeking behaviour to help respond to clinical questions raised during patient care. METHODS A narrative review was conducted, and 9 databases were searched. Selection criteria included original articles in the context of patient care and full-text articles published in the English language from 2002 to 2019. The articles were selected and analysed by group discussions. RESULTS Analysis of studies disclosed personal, technical and organisational facilitators including 26 themes. Internet utilisation and information searching skills, more available time, personal interests and knowing preferred sites or textbooks were among the personal factors. The most common technical factors included providing navigation support, and ease of searching and finding needed information. The most commonly reported factors at the organisational level are closeness to Internet facility and access during the consultation. CONCLUSION Information systems designers, health service managers and librarians may need to work together to provide systems and settings that encourage doctors to seek information to answer their clinical questions during patient care.
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Affiliation(s)
- Azra Daei
- Department of Medical Library and Information Sciences, School of Management and Medical Information Sciences, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Mohammad Reza Soleymani
- Health Information Technology Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Hasan Ashrafi-Rizi
- Health Information Technology Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Roya Kelishadi
- Department of Pediatrics, Child Growth and Development Research Center, Research Institute for Primordial Prevention of Non-communicable Diseases, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Ali Zargham-Boroujeni
- Nursing and Midwifery Care Research Center, Faculty of Nursing and Midwifery, Isfahan University of Medical Sciences, Isfahan, Iran
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Ostropolets A, Chen R, Zhang L, Hripcsak G. Characterizing physicians' information needs related to a gap in knowledge unmet by current evidence. JAMIA Open 2020; 3:281-289. [PMID: 32734169 PMCID: PMC7382620 DOI: 10.1093/jamiaopen/ooaa012] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2019] [Revised: 03/05/2020] [Accepted: 04/02/2020] [Indexed: 01/07/2023] Open
Abstract
OBJECTIVE The study sought to explore information needs arising from a gap in clinicians' knowledge that is not met by current evidence and identify possible areas of use and target groups for a future clinical decision support system (CDSS), which will guide clinicians in cases where no evidence exists. MATERIALS AND METHODS We interviewed 30 physicians in a large academic medical center, analyzed transcripts using deductive thematic analysis, and developed a set of themes of information needs related to a gap in knowledge unmet by current evidence. We conducted additional statistical analyses to identify the correlation between clinical experience, clinical specialty, settings of clinical care, and the characteristics of the needs. RESULTS This study resulted in a set of themes and subthemes of information needs arising from a gap in current evidence. Experienced physicians and inpatient physicians had more questions and the number of questions did not decline with clinical experience. The main areas of information needs included patients with comorbidities, elderly and children, new drugs, and rare disorders. To address these questions, clinicians most often used a commercial tool, guidelines, and PubMed. While primary care physicians preferred the commercial tool, specialty physicians sought more in-depth knowledge. DISCUSSION The current medical evidence appeared to be inadequate in covering specific populations such as patients with multiple comorbidities and elderly, and was sometimes irrelevant to complex clinical scenarios. Our findings may suggest that experienced and inpatient physicians would benefit from a CDSS that generates evidence in real time at the point of care. CONCLUSIONS We found that physicians had information needs, which arose from the gaps in current medical evidence. This study provides insights on how the CDSS that aims at addressing these needs should be designed.
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Affiliation(s)
- Anna Ostropolets
- Department of Biomedical Informatics, Columbia University Medical Center, New York, New York, USA
| | - RuiJun Chen
- Department of Biomedical Informatics, Columbia University Medical Center, New York, New York, USA
| | - Linying Zhang
- Department of Biomedical Informatics, Columbia University Medical Center, New York, New York, USA
| | - George Hripcsak
- Department of Biomedical Informatics, Columbia University Medical Center, New York, New York, USA
- NewYork-Presbyterian Hospital, New York, New York, USA
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Urrea G, Carvajal-Juliá N, Arcos C, Pérez-Bracchiglione J. Physicians perspectives about medical sources of information: protocol for an overview of systematic reviews. Medwave 2020; 20:e7921. [PMID: 32544151 DOI: 10.5867/medwave.2020.05.7921] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2019] [Accepted: 05/18/2020] [Indexed: 11/27/2022] Open
Abstract
Introduction Despite the growing availability of evidence and sources of information, it is not clear what are the physicians preferences for filling gaps in their medical knowledge. Objective To summarize the available evidence about physicians preferences and perceived barriers and facilitators about sources of information. Methods We will undertake an overview of systematic reviews according to PRISMA guidelines. We will search Epistemonikos from inception until March 2019. We will also search PROSPERO, and we will perform a forward citation search in Scopus. Inclusion criteria will consider systematic reviews (qualitative, quantitative, or mixed methods) focusing on physicians preferences about sources of information, as well as perceived barriers and facilitators. Two authors will independently screen and select records for inclusion. We will appraise the quality of included systematic reviews using the Joanna Briggs Institute checklist, and the overlap of primary studies according to the corrected covered area formula. We will conduct a narrative synthesis of quantitative data and a thematic analysis of qualitative findings. Discussion We expect that our findings will contribute to improving the evidence-based general practice by identifying physicians perspectives about different sources of medical information.
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Affiliation(s)
- Gabriela Urrea
- Escuela de Medicina, Universidad de Valparaíso, Valparaíso, Chile
| | | | - Camila Arcos
- Escuela de Medicina, Universidad de Valparaíso, Valparaíso, Chile
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Jacquot J, Rousseau V, de Canecaude C, Montastruc JL, Durrieu G. Interest of a general practitioner pharmacovigilance network to provide drug information: A comparative study in France. Therapie 2020; 75:617-622. [PMID: 32354462 DOI: 10.1016/j.therap.2020.04.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Revised: 02/06/2020] [Accepted: 04/14/2020] [Indexed: 11/30/2022]
Abstract
INTRODUCTION Since 2015, Toulouse University PharmacoVigilance Center (TUPVC) set up a pharmacovigilance (PV) general practitioner (GP) network, called PharmacoMIP-MG. A clinical research assistant (CRA) moves to the office of GPs included in the PharmacoMIP-MG network (PMIP-GPs). There, he collects the adverse drug reaction (ADR) reports and drug-related questions. This additional support is not available to GPs not included in the PV network (NoPMIP-GPs) who have to ask drug questions spontaneously to the TUPVC. OBJECTIVE The objective of this study was to compare the number and characteristics of drug questions between PMIP-GPs and NoPMIP-GPs. METHODS All questions asked by GPs to the TUPVC from 01 Jan 2015 to 31 Dec 2017 were reviewed. Questions were classified into two groups: "general" and "related to a patient". The "related to a patient" category was divided in three subgroups: "ADRs", Drug-Drug Interactions and "Drug Management". Drugs were classified according to anatomical therapeutic chemical (ATC) classification. For comparisons, Wilcoxon test, Chi2 test or Fisher test were used. RESULTS During the study period, the CRA collected 293 questions from the 165 PMIP-GPs. TUPVC received 333 questions asked spontaneously by the 3400 NoPMIP-GPs. PMIP-GPs asked significantly 3 times more questions than NoPMIP-GPs. Most of the GP questions were classified in the "related to a patient" category (74.9%). When we compared the proportion of "related to a patient" to "general" questions, there was no statistically significant difference between PMIP-GPs and NoPMIP-GPs. PMIP-GPs asked more questions about "ADRs", but less on "Drug Management" and or "Drug-Drug Interactions". The drugs most frequently involved were amiodarone, rivaroxaban and levothyroxine. CONCLUSION This is the first study about GPs' drug-related questions asked to a PV center. We found that an organization, such as a CRA-GP "face to face" visit, increased the number of drug questions. This kind of organization should be developed in order to improve independent drug information outreach.
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Affiliation(s)
- Julien Jacquot
- Inserm UMR 1027, CIC Inserm 1436, service de pharmacologie médicale et clinique, laboratoire de pharmacologie médicale et clinique, centre de pharmacovigilance, de pharmacoépidémiologie et d'informations sur le médicament, Pharmacopôle, faculté de médecine de Toulouse, centre hospitalier universitaire, 37, allées Jules-Guesde, 31000 Toulouse, France
| | - Vanessa Rousseau
- Inserm UMR 1027, CIC Inserm 1436, service de pharmacologie médicale et clinique, laboratoire de pharmacologie médicale et clinique, centre de pharmacovigilance, de pharmacoépidémiologie et d'informations sur le médicament, Pharmacopôle, faculté de médecine de Toulouse, centre hospitalier universitaire, 37, allées Jules-Guesde, 31000 Toulouse, France
| | - Claire de Canecaude
- Inserm UMR 1027, CIC Inserm 1436, service de pharmacologie médicale et clinique, laboratoire de pharmacologie médicale et clinique, centre de pharmacovigilance, de pharmacoépidémiologie et d'informations sur le médicament, Pharmacopôle, faculté de médecine de Toulouse, centre hospitalier universitaire, 37, allées Jules-Guesde, 31000 Toulouse, France
| | - Jean-Louis Montastruc
- Inserm UMR 1027, CIC Inserm 1436, service de pharmacologie médicale et clinique, laboratoire de pharmacologie médicale et clinique, centre de pharmacovigilance, de pharmacoépidémiologie et d'informations sur le médicament, Pharmacopôle, faculté de médecine de Toulouse, centre hospitalier universitaire, 37, allées Jules-Guesde, 31000 Toulouse, France
| | - Geneviève Durrieu
- Inserm UMR 1027, CIC Inserm 1436, service de pharmacologie médicale et clinique, laboratoire de pharmacologie médicale et clinique, centre de pharmacovigilance, de pharmacoépidémiologie et d'informations sur le médicament, Pharmacopôle, faculté de médecine de Toulouse, centre hospitalier universitaire, 37, allées Jules-Guesde, 31000 Toulouse, France.
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Abstract
Misconceptions about proton-pump inhibitor (PPI) adverse effects were common among internists, and many had changed prescribing. Among 4 scenarios representing a risk spectrum for upper gastrointestinal bleeding, 86% of physicians properly chose discontinuing PPI for a minimum-risk patient with previous gastroesophageal reflux disease, but 79% inappropriately chose discontinuing PPI for a high-risk patient with a peptic ulcer history taking low-dose aspirin. Physician self-assessment is often inaccurate. Time barriers to learning and unanswered clinical questions, especially drug issues, are common. Unscientific information can influence both physicians and patients. Strategies for increasing the guideline implementation include making scientific information available more rapidly and systematically monitoring guideline use.
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Seguin A, Haynes RB, Carballo S, Iorio A, Perrier A, Agoritsas T. Translating Clinical Questions by Physicians Into Searchable Queries: Analytical Survey Study. JMIR MEDICAL EDUCATION 2020; 6:e16777. [PMID: 32310137 PMCID: PMC7199131 DOI: 10.2196/16777] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Revised: 01/27/2020] [Accepted: 02/19/2020] [Indexed: 06/11/2023]
Abstract
BACKGROUND Staying up to date and answering clinical questions with current best evidence from health research is challenging. Evidence-based clinical texts, databases, and tools can help, but clinicians first need to translate their clinical questions into searchable queries. MacPLUS FS (McMaster Premium LiteratUre Service Federated Search) is an online search engine that allows clinicians to explore multiple resources simultaneously and retrieves one single output that includes the following: (1) evidence from summaries (eg, UpToDate and DynaMed), (2) preappraised research (eg, EvidenceAlerts), and (3) non-preappraised research (eg, PubMed), with and without validated bibliographic search filters. MacPLUS FS can also be used as a laboratory to explore clinical questions and evidence retrieval. OBJECTIVE Our primary objective was to examine how clinicians formulate their queries on a federated search engine, according to the population, intervention, comparison, and outcome (PICO) framework. Our secondary objective was to assess which resources were accessed by clinicians to answer their questions. METHODS We performed an analytical survey among 908 clinicians who used MacPLUS FS in the context of a randomized controlled trial on search retrieval. Recording account log-ins and usage, we extracted all 1085 queries performed during a 6-month period and classified each search term according to the PICO framework. We further categorized queries into background (eg, "What is porphyria?") and foreground questions (eg, "Does treatment A work better than B?"). We then analyzed the type of resources that clinicians accessed. RESULTS There were 695 structured queries, after exclusion of meaningless queries and iterations of similar searches. We classified 56.5% (393/695) of these queries as background questions and 43.5% (302/695) as foreground questions, the majority of which were related to questions about therapy (213/695, 30.6%), followed by diagnosis (48/695, 6.9%), etiology (24/695, 3.5%), and prognosis (17/695, 2.5%). This distribution did not significantly differ between postgraduate residents and medical faculty physicians (P=.51). Queries included a median of 3 search terms (IQR 2-4), most often related to the population and intervention or test, rarely related to the outcome, and never related to the comparator. About half of the resources accessed (314/610, 51.5%) were summaries, 24.4% (149/610) were preappraised research, and 24.1% were (147/610) non-preappraised research. CONCLUSIONS Our results, from a large sample of real-life queries, could guide the development of educational interventions to improve clinicians' retrieval skills, as well as inform the design of more useful evidence-based resources for clinical practice. TRIAL REGISTRATION ClinicalTrials.gov NCT02038439; https://www.clinicaltrials.gov/ct2/show/NCT02038439.
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Affiliation(s)
- Aurélie Seguin
- Division of General Internal Medicine, Department Medicine, University Hospitals of Geneva, Geneva, Switzerland
| | - Robert Brian Haynes
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - Sebastian Carballo
- Division of General Internal Medicine, Department Medicine, University Hospitals of Geneva, Geneva, Switzerland
| | - Alfonso Iorio
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - Arnaud Perrier
- Division of General Internal Medicine, Department Medicine, University Hospitals of Geneva, Geneva, Switzerland
| | - Thomas Agoritsas
- Division of General Internal Medicine, Department Medicine, University Hospitals of Geneva, Geneva, Switzerland
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
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Clinical information seeking behavior of physicians: A systematic review. Int J Med Inform 2020; 139:104144. [PMID: 32334400 DOI: 10.1016/j.ijmedinf.2020.104144] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Revised: 02/25/2020] [Accepted: 04/07/2020] [Indexed: 11/22/2022]
Abstract
INTRODUCTION Physicians encounter a large number of questions during patient care. Therefore, finding high-quality evidence provides a good opportunity to improve patient care and continue learning. OBJECTIVES The present study aims to obtain a comprehensive understanding of the physicians' clinical information-seeking behavior. METHODS A systematic review was conducted according to the PRISMA guidelines. The Web of Science, PubMed, Scopus, ProQuest, Emerald, Wiley Online Library, Science Direct, Cochrane Library, and Embase databases were systematically searched based on the defined criteria. The inclusion criteria were the original articles in the context of patient care and full-text articles published in English from 2002 to 2017. The articles were reviewed, selected, and analyzed in group discussions. RESULTS Seventy-three articles met the study criteria. Therapy, diagnosis, and epidemiology ranked the highest ones among physicians' information needs. The mean frequency of questions raised during patient care was varied from 0.18 to 1.5 per patient, and the percentage of questions answered ranged between 22.8 and 93 %. The time taken to find the answers to the questions was between 2 to 32 min. Consultation with colleagues, alongside reviewing journal articles, Internet websites, textbooks, and MEDLINE/PubMed were the most frequently used sources reported in the retrieved articles. Further, common search strategies used by physicians included keywords, Boolean operators, similar medical terms, and advanced search. In addition, lack of time, and information searching skills and the unawareness of accessible sources were the most frequent barriers while easily searching and finding information and summaries and synthesized evidence-based materials mainly facilitated information seeking. CONCLUSIONS Physicians increasingly encounter clinical point-of-care questions. However, the facilitation of accessing online information sources has not enabled the physicians to find answers to many of their questions. Considering the fact that they often refer to colleagues, Internet websites, and databases to find answers, the quality of information should be improved by evaluating the physicians' information-seeking behavior in the first stage, and developing information technology in a point-of-care environment, integrating EHR systems to communicate with colleagues, and accessing databases in the second stage.
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Naci H, Salcher-Konrad M, Kesselheim AS, Wieseler B, Rochaix L, Redberg RF, Salanti G, Jackson E, Garner S, Stroup TS, Cipriani A. Generating comparative evidence on new drugs and devices before approval. Lancet 2020; 395:986-997. [PMID: 32199486 DOI: 10.1016/s0140-6736(19)33178-2] [Citation(s) in RCA: 44] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2019] [Revised: 12/11/2019] [Accepted: 12/17/2019] [Indexed: 02/06/2023]
Abstract
Fewer than half of new drugs have data on their comparative benefits and harms against existing treatment options at the time of regulatory approval in Europe and the USA. Even when active-comparator trials exist, they might not produce meaningful data to inform decisions in clinical practice and health policy. The uncertainty associated with the paucity of well designed active-comparator trials has been compounded by legal and regulatory changes in Europe and the USA that have created a complex mix of expedited programmes aimed at facilitating faster access to new drugs. Comparative evidence generation is even sparser for medical devices. Some have argued that the current process for regulatory approval needs to generate more evidence that is useful for patients, clinicians, and payers in health-care systems. We propose a set of five key principles relevant to the European Medicines Agency, European medical device regulatory agencies, US Food and Drug Administration, as well as payers, that we believe will provide the necessary incentives for pharmaceutical and device companies to generate comparative data on drugs and devices and assure timely availability of evidence that is useful for decision making. First, labelling should routinely inform patients and clinicians whether comparative data exist on new products. Second, regulators should be more selective in their use of programmes that facilitate drug and device approvals on the basis of incomplete benefit and harm data. Third, regulators should encourage the conduct of randomised trials with active comparators. Fourth, regulators should use prospectively designed network meta-analyses based on existing and future randomised trials. Last, payers should use their policy levers and negotiating power to incentivise the generation of comparative evidence on new and existing drugs and devices, for example, by explicitly considering proven added benefit in pricing and payment decisions.
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Affiliation(s)
- Huseyin Naci
- Department of Health Policy, London School of Economics and Political Science, London, UK.
| | | | - Aaron S Kesselheim
- Program on Regulation, Therapeutics, and Law, Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Beate Wieseler
- Institute for Quality and Efficiency in Health Care, Cologne, Germany
| | - Lise Rochaix
- University of Paris 1, Panthéon-Sorbonne, Paris, France; Hospinnomics, Assistance Publique-Hôpitaux de Paris and Paris School of Economics, Paris, France
| | - Rita F Redberg
- School of Medicine, University of California at San Francisco, San Francisco, CA, USA
| | - Georgia Salanti
- Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland
| | - Emily Jackson
- Department of Law, London School of Economics and Political Science, London, UK
| | - Sarah Garner
- School of Health Sciences, University of Manchester, Manchester, UK
| | - T Scott Stroup
- Department of Psychiatry, Columbia University Vagelos College of Physicians and Surgeons, New York, NY, USA; New York State Psychiatric Institute, New York, NY, USA
| | - Andrea Cipriani
- Department of Psychiatry, University of Oxford, Oxford, UK; Oxford Health NHS Foundation Trust, Warneford Hospital, Oxford, UK
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Bankes DL, Schamp RO, Knowlton CH, Bain KT. Prescriber-Initiated Engagement of Pharmacists for Information and Intervention in Programs of All-Inclusive Care for the Elderly. PHARMACY 2020; 8:pharmacy8010024. [PMID: 32098064 PMCID: PMC7151697 DOI: 10.3390/pharmacy8010024] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Revised: 02/13/2020] [Accepted: 02/18/2020] [Indexed: 02/08/2023] Open
Abstract
Little is known about the types of drug information inquiries (DIIs) prescribers caring for older adults ask pharmacists during routine practice. The objective of this research was to analyze the types of DIIs prescribing clinicians of Programs of All-Inclusive Care for the Elderly (PACE) made to clinical pharmacists during routine patient care. This was a retrospective analysis of documented pharmacists' encounters with PACE prescribers between March through December, 2018. DIIs were classified using a developed taxonomy that describes prescribers' motivations for consulting with pharmacists and their drug information needs. Prescribers made 414 DIIs during the study period. Medication safety concerns motivated the majority of prescribers' inquiries (223, 53.9%). Inquiries received frequently involved modifying drug therapy (94, 22.7%), identifying or resolving adverse drug events (75, 18.1%), selecting or adjusting doses (61, 14.7%), selecting new drug therapies (57, 13.8%), and identifying or resolving drug interactions (52, 12.6%). Central nervous system medications (e.g., antidepressants and opioids), were involved in 38.6% (n = 160) of all DIIs. When answering DIIs, pharmacists made 389 recommendations. Start alternative medications (18.0%), start new medications (16.7%), and change doses (12.1%) were the most frequent recommendations rendered. Prescribers implemented at least 79.3% (n = 268) of recommendations based on pharmacy records (n = 338 verifiable recommendations). During clinical practice, PACE prescribers commonly ask pharmacists a variety of DIIs, largely related to medication safety concerns. In response to these DIIs, pharmacists provide medication management recommendations, which are largely implemented by prescribers.
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Muscat DM, Patel P, Reid S, Hoffmann T, Albarqouni L, Trevena L. Content analysis of clinical questions from Australian general practice which are prioritised for answering: identifying common question types and perceived knowledge gaps. BMJ Evid Based Med 2020; 25:15-21. [PMID: 31235528 PMCID: PMC7029252 DOI: 10.1136/bmjebm-2019-111210] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/27/2019] [Indexed: 12/29/2022]
Abstract
Perceived knowledge gaps in general practice are not well documented but must be understood to ensure relevant and timely evidence for busy general practitioners (GPs) which reflects their diverse and changing needs. The aim of this study was to classify the types of questions submitted by Australian GPs to an evidence-based practice information service using established and inductive coding systems. We analysed 126 clinical questions submitted by 53 Australian GPs over a 1.5-year period. Questions were coded using the International Classification of Primary Care (ICPC-2 PLUS) and Ely and colleagues' generic questions taxonomy by two independent coders. Inductive qualitative content analysis was also used to identify perceived knowledge gaps. Treatment (71%), diagnosis (15%) and epidemiology (9%) were the most common categories of questions. Using the ICPC-2 classification, questions were most commonly coded to the endocrine/metabolic and nutritional chapter heading, followed by general and unspecified, digestive and musculoskeletal. Seventy per cent of all questions related to the need to stay up-to-date with the evidence, or be informed about new tests or treatments (including complementary and alternative therapies). These findings suggest that current guideline formats for common clinical problems may not meet the knowledge demands of GPs and there is gap in access to evidence updates on new tests, treatments and complementary and alternative therapies. Better systems for 'pulling' real-time questions from GPs could better inform the 'push' of more relevant and timely evidence for use in the clinical encounter.
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Affiliation(s)
- Danielle Marie Muscat
- Sydney Health Literacy Lab, School of Public Health, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
- ASK-GP Centre for Research Excellence, School of Public Health, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
| | - Pinika Patel
- ASK-GP Centre for Research Excellence, School of Public Health, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
| | - Sharon Reid
- ASK-GP Centre for Research Excellence, School of Public Health, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
| | - Tammy Hoffmann
- ASK-GP Centre for Research Excellence, Centre for Research in Evidence-Based Practice, Bond University, Gold Coast, Queensland, Australia
| | - Loai Albarqouni
- ASK-GP Centre for Research Excellence, Centre for Research in Evidence-Based Practice, Bond University, Gold Coast, Queensland, Australia
| | - Lyndal Trevena
- ASK-GP Centre for Research Excellence, School of Public Health, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
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Zhang Z. Predictive analytics in the era of big data: opportunities and challenges. ANNALS OF TRANSLATIONAL MEDICINE 2020; 8:68. [PMID: 32175361 DOI: 10.21037/atm.2019.10.97] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Zhongheng Zhang
- Department of Emergency Medicine, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou 310016, China
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50
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Lacasta Tintorer D, Manresa Domínguez JM, Jiménez-Zarco A, Rodríguez-Blanco T, Flayeh Beneyto S, Torán-Monserrat P, Mundet Tuduri X, Saigí-Rubió F. Efficiency as a determinant of loyalty among users of a Community of Clinical Practice: a comparative study between the implementation and consolidation phases. BMC FAMILY PRACTICE 2020; 21:15. [PMID: 31980016 PMCID: PMC6979059 DOI: 10.1186/s12875-020-1081-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/27/2018] [Accepted: 01/06/2020] [Indexed: 11/15/2022]
Abstract
BACKGROUND A community of clinical practice called the Online Communication Tool between Primary and Hospital Care (ECOPIH) was created to enable primary care and specialist care professionals to communicate with each other in order to resolve real clinical cases, thereby improving communication and coordination between care levels. The present work seeks to analyse whether ECOPIH makes it possible to reduce the number of referrals. To that end, the objectives are: (1) To find out the degree of loyalty among ECOPIH users, by comparing the medical professionals' profiles in the tool's implementation phase to those in its consolidation phase. (2) To evaluate the degree of fulfilment of users' expectations, by establishing the determining factors that had an influence on the physicians' intention to use ECOPIH in the implementation phase and observing whether its use had an effective, direct impact on the number of patient referrals that primary care physicians made to specialist care professionals. METHODS Two studies were conducted. Based on a survey of all the physicians in a Primary Care area, Study 1 was a descriptive study in ECOPIH's implementation phase. Study 2 was a randomised intervention study of ECOPIH users in the tool's consolidation phase. The results from both studies were compared. Various bivariate and multivariate statistical techniques (exploratory factor analysis, cluster analysis, logistic regression analysis and ANOVA) were used in both studies, which were conducted on a sample of 111 and 178 physicians, respectively. RESULTS We confirmed the existence of an ECOPIH user profile stable across both phases: under-50-year-old women. Regarding the second objective, there were two particular findings. First, the discriminant factors that had an influence on greater ECOPIH use were habitual Social media website and app use and Perceived usefulness for reducing costs. Second, PC professionals who were ECOPIH members made fewer referrals to SC professionals in Cardiology, Endocrinology and Gastroenterology than older PC professionals who were not ECOPIH members. CONCLUSIONS The use of a community of clinical practice by primary care and specialist care professionals helps to reduce the number of referrals among medical professionals.
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Affiliation(s)
- David Lacasta Tintorer
- Centre d’Atenció Primària Gran Sol, Gerència d’Àmbit d’Atenció Primària Metropolitana Nord, Institut Català de la Salut. Avinguda del Doctor Bassols, 112 - 130, 08914 Badalona, Spain
- Unitat de Suport a la Recerca Metropolitana Nord, IDIAP Jordi Gol, CAP El Maresme. Camí del Mig, 36 planta 4ª, 08303 Mataró, Spain
- Universitat Autònoma de Barcelona, Bellaterra, Cerdanyola del Vallès. Campus de la UAB, Plaça Cívica, s/n, 08193 Bellaterra, Barcelona, Spain
| | - Josep Maria Manresa Domínguez
- Unitat de Suport a la Recerca Metropolitana Nord, IDIAP Jordi Gol, CAP El Maresme. Camí del Mig, 36 planta 4ª, 08303 Mataró, Spain
- Universitat Autònoma de Barcelona, Bellaterra, Cerdanyola del Vallès. Campus de la UAB, Plaça Cívica, s/n, 08193 Bellaterra, Barcelona, Spain
| | - Ana Jiménez-Zarco
- Faculty of Economics and Business, Universitat Oberta de Catalunya, Barcelona, Spain
| | - Teresa Rodríguez-Blanco
- Universitat Autònoma de Barcelona, Bellaterra, Cerdanyola del Vallès. Campus de la UAB, Plaça Cívica, s/n, 08193 Bellaterra, Barcelona, Spain
- Institut Universitari d’Investigació en Atenció Primària (IDIAP Jordi Gol), Gran Via Corts Catalanes, 587, àtic, 08007 Barcelona, Spain
| | - Souhel Flayeh Beneyto
- Centre d’Atenció Primària Gran Sol, Gerència d’Àmbit d’Atenció Primària Metropolitana Nord, Institut Català de la Salut. Avinguda del Doctor Bassols, 112 - 130, 08914 Badalona, Spain
| | - Pere Torán-Monserrat
- Unitat de Suport a la Recerca Metropolitana Nord, IDIAP Jordi Gol, CAP El Maresme. Camí del Mig, 36 planta 4ª, 08303 Mataró, Spain
- Departament de Ciències Mèdiques, Universitat de Girona, C/ Emili Grahit, 77, 2n, 17003 Girona, Spain
| | - Xavier Mundet Tuduri
- Universitat Autònoma de Barcelona, Bellaterra, Cerdanyola del Vallès. Campus de la UAB, Plaça Cívica, s/n, 08193 Bellaterra, Barcelona, Spain
- Unitat de Suport a la Recerca Barcelona Ciutat, IDIAP Jordi Gol, Carrer Sardenya 375, 08025 Barcelona, Spain
| | - Francesc Saigí-Rubió
- Faculty of Health Sciences, Universitat Oberta de Catalunya, Barcelona. Av. Tibidabo, 39-43, 08035 Barcelona, Spain
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