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Chou H, Wang Y, Liao L, Chen J, Chen X, Tang K, Chen P. Exploring susceptibility factors to medication dispensing errors through a retrospective study of patient-reported dispensing errors over 11 years: are dispensing errors indeed due to personal reasons for pharmacists? Eur J Hosp Pharm 2024:ejhpharm-2023-004064. [PMID: 38839267 DOI: 10.1136/ejhpharm-2023-004064] [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: 12/21/2023] [Accepted: 05/16/2024] [Indexed: 06/07/2024] Open
Abstract
BACKGROUND Medication dispensing errors cause wastage of medicines and increase healthcare costs, with serious consequences for patients. However, few studies have systematically and completely reviewed dispensing errors, with inadequate attention to the objective regularity and risk factors for dispensing errors. OBJECTIVES To explore the potential causes and risk factors influencing the prevalence of medication dispensing errors. METHODS We collected patient-reported medication dispensing errors from a large tertiary care hospital in South China over 11 years. We assessed the characteristics of dispensing errors, labelled the causes, compared them with more than 25 million prescriptions from 2012 to 2022, identified the susceptibility factors for the occurrence of dispensing errors, and analysed the characteristics and patterns of the errors. RESULTS A total of 376 patient-reported dispensing errors were recorded. It took an average of 5.2 days for a patient to find an error. Only 37.5% of errors were reviewed by the patient within 24 hours. These errors directly contributed to a medication loss of US$188 406. Of the 160 recorded pharmacists, 112 (70%) committed dispensing errors. Dispensing errors were affected by the pharmacists' use of the machine, workload and the length of monthly vacation. Of the dispensing errors, 47.9% (n=180) were caused by medication packaging or names that were similar. Antibiotics (n=32, 8.5%) were the most common types of drugs dispensed incorrectly, and traditional Chinese medicines (n=31, 8.2%) and immunosuppressants (n=21, 5.6%) were the most likely to be dispensed in inaccurate quantities. CONCLUSIONS Organising adequate staff and using machines to prepare medicines may be necessary to reduce dispensing errors. When pharmacists have been away from work for more than 72 hours they should find their rhythm in other positions before dispensing medicines. It is more important to prioritise the differentiation of medicines with similar packaging over those with similar names when arranging drug shelving.
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Affiliation(s)
- Hui Chou
- Department of Pharmacy, Sun Yat-sen University First Affiliated Hospital, Guangzhou, Guangdong, China
| | - Yuqi Wang
- Department of Pharmacy, Sun Yat-sen University First Affiliated Hospital, Guangzhou, Guangdong, China
| | - Liwen Liao
- Department of Pharmacy, Sun Yat-sen University First Affiliated Hospital, Guangzhou, Guangdong, China
| | - Jie Chen
- Department of Pharmacy, Sun Yat-sen University First Affiliated Hospital, Guangzhou, Guangdong, China
| | - Xiao Chen
- Department of Pharmacy, Sun Yat-sen University First Affiliated Hospital, Guangzhou, Guangdong, China
| | - Kejing Tang
- Department of Pharmacy, Sun Yat-sen University First Affiliated Hospital, Guangzhou, Guangdong, China
- Respiratory Department, Sun Yat-sen University First Affiliated Hosptial, Guangzhou, Guangdong, China
| | - Pan Chen
- Department of Pharmacy, Sun Yat-sen University First Affiliated Hospital, Guangzhou, Guangdong, China
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Li X, Tian Y, Li S, Wu H, Wang T. Interpretable prediction of 30-day mortality in patients with acute pancreatitis based on machine learning and SHAP. BMC Med Inform Decis Mak 2024; 24:328. [PMID: 39501235 PMCID: PMC11539846 DOI: 10.1186/s12911-024-02741-7] [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: 12/04/2023] [Accepted: 10/24/2024] [Indexed: 11/08/2024] Open
Abstract
BACKGROUND Severe acute pancreatitis (SAP) can be fatal if left unrecognized and untreated. The purpose was to develop a machine learning (ML) model for predicting the 30-day all-cause mortality risk in SAP patients and to explain the most important predictors. METHODS This research utilized six ML methods, including logistic regression (LR), k-nearest neighbors(KNN), support vector machines (SVM), naive Bayes (NB), random forests(RF), and extreme gradient boosting(XGBoost), to construct six predictive models for SAP. An extensive evaluation was conducted to determine the most effective model and then the Shapley Additive exPlanations (SHAP) method was applied to visualize key variables. Utilizing the optimized model, stratified predictions were made for patients with SAP. Further, the study employed multivariable Cox regression analysis and Kaplan-Meier survival curves, along with subgroup analysis, to explore the relationship between the machine learning-based score and 30-day mortality. RESULTS Through LASSO regression and recursive feature elimination (RFE), 25 optimal feature variables are selected. The XGBoost model performed best, with an area under the curve (AUC) of 0.881, a sensitivity of 0.5714, a specificity of 0.9651 and an F1 score of 0.64. The first six most important feature variables were the use of vasopressor, high Charlson comorbidity index, low blood oxygen saturation, history of malignant tumor, hyperglycemia and high APSIII score. Based on the optimal threshold of 0.62, patients were divided into high and low-risk groups, and the 30-day survival rate in the high-risk group decreased significantly. COX regression analysis further confirmed the positive correlation between high-risk scores and 30-day mortality. In the subgroup analysis, the model showed good risk stratification ability in patients with different gender, renal replacement therapy and with or without a history of malignant tumor, but it was not effective in predicting peripheral vascular disease. CONCLUSIONS the XGBoost model effectively predicts the severity of SAP, serving as a valuable tool for clinicians to identify SAP early.
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Affiliation(s)
- Xiaojing Li
- Department of Emergency, the Eighth Affiliated Hospital of Sun Yat-sen University, Shenzhen, 518033, China
| | - Yueqin Tian
- Department of Rehabilitation Medicine, The Third Affiliated Hospital, Sun Yat-sen University, No. 600, Tianhe Road, Guangzhou, 510630, Guangdong, China
| | - Shuangmei Li
- Department of Emergency, the Eighth Affiliated Hospital of Sun Yat-sen University, Shenzhen, 518033, China
| | - Haidong Wu
- Department of Emergency, the Eighth Affiliated Hospital of Sun Yat-sen University, Shenzhen, 518033, China.
| | - Tong Wang
- Department of Emergency, the Eighth Affiliated Hospital of Sun Yat-sen University, Shenzhen, 518033, China.
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Papalamprakopoulou Z, Ntagianta E, Triantafyllou V, Kalamitsis G, Dharia A, Dickerson SS, Hatzakis A, Talal AH. Telehealth to increase healthcare access; perspectives of people who use drugs. BMC Med Inform Decis Mak 2024; 24:306. [PMID: 39425182 PMCID: PMC11490127 DOI: 10.1186/s12911-024-02718-6] [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: 06/02/2024] [Accepted: 10/11/2024] [Indexed: 10/21/2024] Open
Abstract
BACKGROUND People who use drugs (PWUD) often face restricted healthcare access despite their heightened healthcare needs. Factors such as stigma, mistrust of the healthcare system, competing priorities, and geographical barriers pose significant healthcare access challenges. Telehealth offers an innovative solution to expand healthcare access for better inclusion of underserved populations in healthcare. We aimed to explore PWUDs' perceptions of telehealth as a healthcare delivery modality. METHODS We utilized purposive sampling to recruit participants (N = 57) for nine focus group discussions (FGDs) in Athens, Greece. Eligibility criteria required participants to be at least 18 years, with current or prior injection drug use, and current internet access. The FGDs followed a semi-structured interview guide, were audio recorded, transcribed verbatim, translated into English, and de-identified. We applied thematic analysis to analyze FGD transcripts. RESULTS Participants' mean (standard deviation) age was 47.9 (8.9) years, 89.5% (51/57) were male, 91.2% (52/57) were of Greek origin, and 61.4% (35/57) had attended at least 10 years of school. Three main themes emerged from the FGDs: (1) high internet utilization for healthcare-related purposes among PWUD, (2) highlighting telehealth benefits despite access obstacles and PWUDs' concerns about diagnostic accuracy, and (3) approaches to overcome access obstacles and build digital trust. Participants extensively used the internet for healthcare-related processes, such as accessing healthcare information and scheduling provider appointments. Despite being telehealth-inexperienced, most participants expressed a strong willingness to embrace telehealth due to its perceived convenience, time-saving nature, and trusted digital environment. Some participants recognized that the inability to conduct physical examinations through telehealth reduces its diagnostic accuracy, while others expressed concerns about digital literacy and technological infrastructure accessibility. Most participants expressed a preference for video-based telehealth encounters over audio-only encounters. To build trust in telehealth and promote patient-centeredness, participants recommended an initial in-person visit, virtual eye contact during telehealth encounters, patient education, and partnerships with PWUD-supportive community organizations equipped with appropriate infrastructure. CONCLUSIONS PWUD frequently use the internet for health-related purposes and suggested several approaches to enhance virtual trust. Their insights and suggestions are practical guidance for policymakers seeking to enhance healthcare access for underserved populations through telehealth. TRIAL REGISTRATION NCT05794984.
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Affiliation(s)
- Zoi Papalamprakopoulou
- Division of Gastroenterology, Hepatology, and Nutrition, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
- Hellenic Scientific Society for the Study of AIDS, Sexually Transmitted and Emerging Diseases, Athens, Greece
| | | | | | | | - Arpan Dharia
- Division of Gastroenterology, Hepatology, and Nutrition, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
| | - Suzanne S Dickerson
- Faculty Development and PhD Program, School of Nursing, University at Buffalo, Buffalo, NY, USA
| | - Angelos Hatzakis
- Hellenic Scientific Society for the Study of AIDS, Sexually Transmitted and Emerging Diseases, Athens, Greece
- Department of Hygiene, Epidemiology and Medical Statistics, National and Kapodistrian University of Athens, Athens, Greece
| | - Andrew H Talal
- Division of Gastroenterology, Hepatology, and Nutrition, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, USA.
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Yazdi FB, Barraclough F, Collins JC, Chen J, El-Den S. Stakeholder perspectives on electronic prescribing in primary care: A scoping review. J Am Pharm Assoc (2003) 2024; 64:102054. [PMID: 38401837 DOI: 10.1016/j.japh.2024.102054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Revised: 01/31/2024] [Accepted: 02/19/2024] [Indexed: 02/26/2024]
Abstract
BACKGROUND Electronic prescribing (e-prescribing) provides a convenient, efficient, paperless mechanism for the legal transfer of prescriptions between service users, prescribers, and dispensers. There have been advances in e-prescribing processes and increased uptake of e-prescribing globally, in recent years. OBJECTIVE To explore stakeholder perspectives on e-prescribing in primary care settings. METHODS A scoping review was conducted by systematically searching Medline, EMBASE, Scopus, and International Pharmaceutical Abstracts databases, using the key concepts "primary care", "e-prescribing", and "perspectives". Publications were selected by screening for eligibility against inclusion and exclusion criteria, whereby any publication written in English exploring e-prescribing in primary care settings from the perspective(s) of at least one type of stakeholder was eligible for inclusion. Following a systematic screening process, relevant data were extracted, collated, and synthesized. RESULTS Two thousand publications were identified and systematically screened, rendering 44 publications (e.g., primary research articles, abstracts) eligible for inclusion in this review. Most publications reported on studies conducted in the USA, the UK, and Europe and explored the views of pharmacists, pharmacy technicians, and pharmacy staff. Barriers to e-prescribing included system design and technical issues, lack of adequate training and communication issues between stakeholders. Enablers for e-prescribing included time savings, convenience, and increased legibility of prescriptions. CONCLUSIONS This review highlights many benefits of e-prescribing such as time efficiency, convenience, increased legibility, and less mishandling. Despite this, key barriers to e-prescribing within primary care settings were also recognized, including system design, technical issues, and lack of adequate training. As such, forcing functions, prescription tracking technologies, and better training have been identified as potential ways to address these barriers. While some negative experiences were reported, stakeholders were generally satisfied and had positive experiences with e-prescribing.
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Grammatikopoulou M, Zachariadou M, Zande M, Giannios G, Chytas A, Karanikas H, Georgakopoulos S, Karanikas D, Nikolaidis G, Natsiavas P, Stavropoulos TG, Nikolopoulos S, Kompatsiaris I. Evaluation of an electronic prescription platform: Clinicians' feedback on three distinct services aiming to facilitate clinical decision and safer e-prescription. Res Social Adm Pharm 2024; 20:640-647. [PMID: 38653646 DOI: 10.1016/j.sapharm.2024.04.004] [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: 01/19/2024] [Revised: 04/02/2024] [Accepted: 04/03/2024] [Indexed: 04/25/2024]
Abstract
BACKGROUND Health Care Professionals (HCPs) are the main end-users of digital clinical tools such as electronic prescription systems. For this reason, it is of high importance to include HCPs throughout the design, development and evaluation of a newly introduced system to ensure its usefulness, as well as confirm that it tends to their needs and can be integrated in their everyday clinical practice. METHODS In the context of the PrescIT project, an electronic prescription platform with three services was developed (i.e., Prescription Check, Prescription Suggestion, Therapeutic Prescription Monitoring). To allow an iterative process of discovery through user feedback, design and implementation, a two-phase evaluation was carried out, with the participation of HCPs from three hospitals in Northern Greece. The two-phase evaluation included presentations of the platform, followed by think-aloud sessions, individual platform testing and the collection of qualitative as well as quantitative feedback, through standard questionnaires (e.g., SUS, PSSUQ). RESULTS Twenty one HCPs (8 in the first, 18 in the second phase, and five present in both) participated in the two-phase evaluation. HCPs comprised clinicians varying in their specialty and one pharmacist. Clinicians' feedback during the first evaluation phase already deemed usability as "excellent" (with SUS scores ranging from 75 to 95/100, showing a mean value of 86.6 and SD of 9.2) but also provided additional user requirements, which further shaped and improved the services. In the second evaluation phase, clinicians explored the system's usability, and identified the services' strengths and weaknesses. Clinicians perceived the platform as useful, as it provides information on potential adverse drug reactions, drug-to-drug interactions and suggests medications that are compatible with patients' comorbidities and current medication. CONCLUSIONS The developed PrescIT platform aims to increase overall safety and effectiveness of healthcare services. Therefore, including clinicians in a two-phase evaluation confirmed that the introduced system is useful, tends to the users' needs, does not create fatigue and can be integrated in their everyday clinical practice to support clinical decision and e-prescribing.
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Affiliation(s)
| | | | | | - Georgios Giannios
- Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece.
| | - Achilleas Chytas
- Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece.
| | - Haralampos Karanikas
- Department of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece.
| | - Spiros Georgakopoulos
- Department of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece.
| | - Dimitrios Karanikas
- Department of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece
| | | | - Pantelis Natsiavas
- Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece.
| | - Thanos G Stavropoulos
- Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece.
| | - Spiros Nikolopoulos
- Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece.
| | - Ioannis Kompatsiaris
- Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece.
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Wong JC, Hekimyan L, Cruz FA, Brower T. Identifying Pertinent Digital Health Topics to Incorporate into Self-Care Pharmacy Education. PHARMACY 2024; 12:96. [PMID: 38921972 PMCID: PMC11207556 DOI: 10.3390/pharmacy12030096] [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: 04/30/2024] [Revised: 06/12/2024] [Accepted: 06/13/2024] [Indexed: 06/27/2024] Open
Abstract
The ever-evolving landscape of digital health technology has dramatically enhanced patients' ability to manage their health through self-care effectively. These advancements have created various categories of self-care products, including medication management, health tracking, and wellness. There is no published research regarding integrating digital health into pharmacy self-care courses. This study aims to identify pertinent digital health devices and applications to incorporate into self-care course education. Digital health limitations, challenges incorporating digital health in self-care pharmacy education, and potential solutions are also reviewed. In conducting this research, many resources, including PubMed, APhA, ASHP, fda.gov, and digital.health, were reviewed in March 2024 to gather information on digital health devices and applications. To supplement this, targeted keyword searches were conducted on topics such as "digital health", "devices", "applications", "technology", and "self-care" across various online platforms. We identified digital health devices and applications suitable for self-care education across eight topics, as follows: screening, insomnia, reproductive disorders, eye disorders, home medical equipment, GI disorders, pediatrics, and respiratory disorders. Among these topics, wellness screening had the most digital health products available. For all other topics, at least three or more products were identified as relevant to self-care curriculum. By equipping students with digital health knowledge, they can effectively apply it in patient care throughout their rotations and future practice. Many digital health products, including telemedicine, electronic health records, mobile health applications, and wearable devices, are ideal for inclusion in pharmacy curriculum as future educational material. Future research is needed to develop the best strategies for incorporating relevant digital health into self-care education and defining the best student-learning strategies.
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Affiliation(s)
- Jason C. Wong
- Pharmacy Practice and Administration, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Luiza Hekimyan
- College of Pharmacy, Western University of Health Sciences, Pomona, CA 91766, USA; (L.H.); (F.A.C.); (T.B.)
| | - Francheska Anne Cruz
- College of Pharmacy, Western University of Health Sciences, Pomona, CA 91766, USA; (L.H.); (F.A.C.); (T.B.)
| | - Taylor Brower
- College of Pharmacy, Western University of Health Sciences, Pomona, CA 91766, USA; (L.H.); (F.A.C.); (T.B.)
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Grammatikopoulou M, Lazarou I, Giannios G, Kakalou CA, Zachariadou M, Zande M, Karanikas H, Thireos E, Stavropoulos TG, Natsiavas P, Nikolopoulos S, Kompatsiaris I. Electronic prescription systems in Greece: a large-scale survey of healthcare professionals' perceptions. Arch Public Health 2024; 82:68. [PMID: 38730501 PMCID: PMC11088065 DOI: 10.1186/s13690-024-01304-6] [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: 10/13/2023] [Accepted: 05/04/2024] [Indexed: 05/13/2024] Open
Abstract
BACKGROUND The national e-prescription system in Greece is one of the most important achievements in the e-health sector. Healthcare professionals' feedback is essential to ensure the introduced system tends to their needs and reduces their everyday workload. The number of surveys collecting the users' views is limited, while the existing studies include only a small number of participants. METHODS In this study, healthcare professionals' perceptions on e-prescription are explored. For this, a questionnaire was distributed online, containing closed- and open-ended questions aiming to address strengths and identify drawbacks in e-prescription. Answers were collected from primary health care physicians, specialized medical doctors and pharmacists. RESULTS In total, 430 answers were collected (129 from primary health care physicians, 164 responses from specialized medical doctors and 137 pharmacists). Analysis of the collected answers reveals that the views of the three groups of healthcare professionals mostly converge. The positive impact e-prescribing systems have on the overall prescribing procedure in preventing errors and providing automation is commented. Among gaps identified and proposed improvements, health care professionals note the need for access to information on adverse drug reactions, side effects, drug-to-drug interactions and allergies. Flexible interaction with Therapeutic Prescription Protocols is desired to ameliorate monitoring and decision-making, while drug dosing features, and simplified procedures for copying, repeating, canceling a prescription, are perceived as useful to incorporate. CONCLUSIONS Collecting healthcare professionals' feedback is important, as their views can be transcribed to system requirements, to further promote e-prescribing and improve the provided health care services by facilitating decision making through safer and more efficient e-prescription. Introduction of the identified improvements can simplify the everyday workflow of healthcare professionals. To the best of our knowledge, a survey with more than 400 answered questionnaires on the use of e-prescription systems by healthcare professionals has never been conducted in Greece before.
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Affiliation(s)
| | - Ioulietta Lazarou
- Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece
| | - George Giannios
- Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece
| | | | | | | | - Haralampos Karanikas
- Department of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece
| | - Eleftherios Thireos
- Department of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece
| | - Thanos G Stavropoulos
- Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece
| | - Pantelis Natsiavas
- Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece
| | - Spiros Nikolopoulos
- Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece
| | - Ioannis Kompatsiaris
- Information Technologies Institute, Centre for Research and Technology Hellas, Thessaloniki, Greece
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Tkachenko N, Pankevych O, Mahanova T, Hromovyk B, Lesyk R, Lesyk L. Human Healthcare and Its Pharmacy Component from a Safety Point of View. PHARMACY 2024; 12:64. [PMID: 38668090 PMCID: PMC11053725 DOI: 10.3390/pharmacy12020064] [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: 02/17/2024] [Revised: 04/01/2024] [Accepted: 04/05/2024] [Indexed: 04/29/2024] Open
Abstract
Healthcare plays a crucial role in public and national safety as a significant part of state activity and a component of national safety, whose mission is to organize and ensure affordable medical care for the population. The four stages of the genesis of healthcare safety development with the corresponding safety models of formation were defined: technical, human factor or security management, systemic security management, and cognitive complexity. It was established that at all stages, little attention is paid to the issues of the formation of the pharmaceutical sector's safety. Taking into account the development of safety models that arise during the four stages of the genesis of safety science, we have proposed a model of the evolution of pharmaceutical safety formation. At the same time, future research is proposed to focus on new holistic concepts of safety, such as "Safety II", evaluation and validation methods, especially in the pharmaceutical sector, where the development of this topic remained in the second stage of the evolution of science, the search for pharmaceutical errors related to drugs.
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Affiliation(s)
- Natalia Tkachenko
- Department of Pharmacy Management and Economics, Zaporizhzhia State Medical and Pharmaceutical University, 26 Maiakovskoho Ave., 69035 Zaporizhzhia, Ukraine; (N.T.); (T.M.)
| | - Ostap Pankevych
- Department of Organization and Economics of Pharmacy, Danylo Halytsky Lviv National Medical University, 69 Pekarska, 79010 Lviv, Ukraine; (O.P.); (B.H.)
| | - Tamara Mahanova
- Department of Pharmacy Management and Economics, Zaporizhzhia State Medical and Pharmaceutical University, 26 Maiakovskoho Ave., 69035 Zaporizhzhia, Ukraine; (N.T.); (T.M.)
| | - Bohdan Hromovyk
- Department of Organization and Economics of Pharmacy, Danylo Halytsky Lviv National Medical University, 69 Pekarska, 79010 Lviv, Ukraine; (O.P.); (B.H.)
| | - Roman Lesyk
- Department of Pharmaceutical, Organic and Bioorganic Chemistry, Danylo Halytsky Lviv National Medical University, 69 Pekarska, 79010 Lviv, Ukraine;
| | - Lilia Lesyk
- Department of Business Economics and Investment, Institute of Economics and Management, Lviv Polytechnic National University, 5 Metropolian Andrey Str., Building 4, 79005 Lviv, Ukraine
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Lau P, Tran MT, Kim RY, Alrefae AH, Ryu S, Teh JC. E-prescription: views and acceptance of general practitioners and pharmacists in Greater Sydney. Aust J Prim Health 2024; 30:NULL. [PMID: 37710390 DOI: 10.1071/py22240] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Accepted: 08/24/2023] [Indexed: 09/16/2023]
Abstract
BACKGROUND Electronic prescription (e-prescription) was introduced in 2020 in Australia during the COVID-19 pandemic. This research aimed to explore general practitioners (GPs) and community pharmacists' experience with, and facilitators and barriers to, the use of e-prescription. METHODS This qualitative study used semi-structured interviews with GPs and pharmacists in Greater Sydney to explore their experience with e-prescription. Thematic analysis used descriptive and mixed inductive and deductive approaches. The Technology Acceptance Model (TAM) was used to further interpret and organise the themes. RESULTS Eleven GPs and nine pharmacists were interviewed. Thirteen themes were elicited, seven of which were categorised as benefits (facilitators) and six were challenges (barriers). Four facilitator themes (convenience for healthcare providers (HCPs) and patients, addressing issues with paper prescriptions, contactless nature reducing access barriers during COVID-19 lockdown, and enabling patients to manage multiple prescriptions) were mapped to the TAM construct of 'perceived usefulness'; and one facilitator (an easier process) and two barrier themes (lack of information during implementation, and technological issues) were mapped to the TAM construct of 'perceived ease of use'. Themes that fell outside these constructs were separately categorised: four barrier themes (reluctance of some patients and HCPs to change, patient expectations of 'instant prescription' and lost opportunities for best-practice care, HCPs' perceptions of inadequate governmental governance, and ongoing costs) were 'other issues with e-prescription', and two facilitator themes (providing training on the use of e-prescription for HCPs and patients, and making e-prescription more streamlined) were 'suggestions to improve'. CONCLUSION There are many facilitators and barriers to the use of e-prescription. Our findings may inform the future promotion of e-prescription post-COVID-19 pandemic. Further research should focus on consumers' perspectives of e-prescription.
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Affiliation(s)
- Phyllis Lau
- School of Medicine, Western Sydney University, Sydney, NSW 2751, Australia; and Translational Health Research Institute, Western Sydney University, Sydney, NSW 2751, Australia
| | - Minh Thuan Tran
- School of Medicine, Western Sydney University, Sydney, NSW 2751, Australia
| | - Ricky Yong Kim
- School of Medicine, Western Sydney University, Sydney, NSW 2751, Australia
| | | | - Sangwoo Ryu
- School of Medicine, Western Sydney University, Sydney, NSW 2751, Australia
| | - Jim Chyuan Teh
- School of Medicine, Western Sydney University, Sydney, NSW 2751, Australia
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Hareem A, Lee J, Stupans I, Park JS, Wang K. Benefits and barriers associated with e-prescribing in community pharmacy - A systematic review. EXPLORATORY RESEARCH IN CLINICAL AND SOCIAL PHARMACY 2023; 12:100375. [PMID: 38145236 PMCID: PMC10746557 DOI: 10.1016/j.rcsop.2023.100375] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2023] [Revised: 10/26/2023] [Accepted: 11/20/2023] [Indexed: 12/26/2023] Open
Abstract
Background The utilization of electronic prescribing is growing, prompted by lockdown measures during the COVID-19 pandemic. However, despite this increasing adoption, there is a notable dearth of consolidated evidence regarding the challenges and opportunities associated with the integration of electronic prescribing systems within the daily clinical practices of community pharmacists. Objective This paper aims to systematically review the community pharmacists' perspectives on barriers and facilitators to electronic prescribing, addressing the significant need for understanding how electronic prescribing impacts the workflow and decision-making processes of pharmacists, ultimately influencing the quality of patient care. Methods PubMed, Embase, and Cumulative Index to Nursing and Allied Health Literature (CINAHL) databases were searched from January 1, 2000, to October 25, 2022, using search terms related to electronic prescribing, computerised physician order entry, community/retail pharmacies, and pharmacists. Results A total of 28 studies were included in the systematic review. In these studies, community pharmacists perceived that design, interoperability, attitude towards e-prescribing technology, information quality, workflow, productivity, and accessible resources facilitated e-prescribing. In addition, the included studies emphasized the importance of technological support for the successful implementation of electronic prescribing systems. The system's design characteristics significantly improve e-prescribing technology's favourable effects. According to our review, it has been proposed that a poorly designed e-prescribing system can have a negative impact on the quality of care, implementation, and user satisfaction. In contrast, a well-designed system can significantly contribute to improvements. Conclusions The review highlighted that e-prescribing has both barriers and facilitators, with the quality of the system and its implementation influencing these factors. Technical issues and user acceptance (patient/prescribers/pharmacists) can act as barriers or enablers, highlighting the need for comprehensive consideration and monitoring of e-prescribing to identify and address potential issues.
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Alsahali S, Almutairi G, Aedh R, Alanezi S, Almutairi H, Anaam M, Alshammari M, Alhabib A, Alowayed A, Abdulsalim S. Perceptions of Community Pharmacists toward the National E-Prescribing Service (Wasfaty) and Exploring the Benefits and Challenges of the Service: A Descriptive Study from Qassim Region, Saudi Arabia. PHARMACY 2023; 11:152. [PMID: 37736924 PMCID: PMC10514789 DOI: 10.3390/pharmacy11050152] [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: 06/26/2023] [Revised: 09/01/2023] [Accepted: 09/07/2023] [Indexed: 09/23/2023] Open
Abstract
BACKGROUND Electronic prescribing systems (e-prescription) for medications have many benefits, including patient safety, increase in patient satisfaction, efficiency of pharmacy work, and quality of patient care. However, few studies have been conducted to evaluate the national e-prescription system "Wasfaty" service in Saudi Arabia, which was recently adopted. OBJECTIVE The aims of this study were to explore the benefits observed through the use of the system and most frequent challenges experienced by community pharmacists in the Qassim region of Saudi Arabia. METHODS This study was conducted using a descriptive survey on a web-based platform. The target population of the study included community pharmacists in the Qassim region of Saudi Arabia who worked in pharmacy chains utilizing the e-prescription service between September 2022 and November 2022. Descriptive statistics along with multiple ordinal regression were used for data analysis. RESULTS The study population consisted of 124 pharmacists, of which 62.9% (78/124) were males and 37.1% (46/124) were females. Most of the participants had a positive perception of the e-prescription system with regard to medication safety, with 68.6% (85/124) indicating that e-prescriptions reduce the risk of dispensing errors. However, 81.5% (101/124) did not agree that the e-prescription system resulted in a reduction in workload, and 70.2% (87/124) disagreed that the service increased patient satisfaction. CONCLUSIONS The results of this study indicated that the national e-prescription system has many benefits to healthcare employees and improves their work, particularly for patient safety, reducing medication errors, and improving the management of patient medications. The participants believe that there is a need to improve communication with prescribers, showing concern about the unavailability of some medications; thus, it is important for policymakers to encourage other pharmacy chains and suppliers to join the service to increase patient access to medications.
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Affiliation(s)
- Saud Alsahali
- Department of Pharmacy Practice, Unaizah College of Pharmacy, Qassim University, P.O. Box 5888, Unaizah 51911, Qassim, Saudi Arabia; (G.A.); (R.A.); (S.A.); (H.A.); (M.A.); (M.A.); (A.A.); (S.A.)
| | - Ghazwaa Almutairi
- Department of Pharmacy Practice, Unaizah College of Pharmacy, Qassim University, P.O. Box 5888, Unaizah 51911, Qassim, Saudi Arabia; (G.A.); (R.A.); (S.A.); (H.A.); (M.A.); (M.A.); (A.A.); (S.A.)
| | - Raghad Aedh
- Department of Pharmacy Practice, Unaizah College of Pharmacy, Qassim University, P.O. Box 5888, Unaizah 51911, Qassim, Saudi Arabia; (G.A.); (R.A.); (S.A.); (H.A.); (M.A.); (M.A.); (A.A.); (S.A.)
| | - Sarah Alanezi
- Department of Pharmacy Practice, Unaizah College of Pharmacy, Qassim University, P.O. Box 5888, Unaizah 51911, Qassim, Saudi Arabia; (G.A.); (R.A.); (S.A.); (H.A.); (M.A.); (M.A.); (A.A.); (S.A.)
| | - Hanan Almutairi
- Department of Pharmacy Practice, Unaizah College of Pharmacy, Qassim University, P.O. Box 5888, Unaizah 51911, Qassim, Saudi Arabia; (G.A.); (R.A.); (S.A.); (H.A.); (M.A.); (M.A.); (A.A.); (S.A.)
| | - Mohammed Anaam
- Department of Pharmacy Practice, Unaizah College of Pharmacy, Qassim University, P.O. Box 5888, Unaizah 51911, Qassim, Saudi Arabia; (G.A.); (R.A.); (S.A.); (H.A.); (M.A.); (M.A.); (A.A.); (S.A.)
| | - Mohammed Alshammari
- Department of Pharmacy Practice, Unaizah College of Pharmacy, Qassim University, P.O. Box 5888, Unaizah 51911, Qassim, Saudi Arabia; (G.A.); (R.A.); (S.A.); (H.A.); (M.A.); (M.A.); (A.A.); (S.A.)
| | - Abdulmalik Alhabib
- Department of Pharmacy Practice, Unaizah College of Pharmacy, Qassim University, P.O. Box 5888, Unaizah 51911, Qassim, Saudi Arabia; (G.A.); (R.A.); (S.A.); (H.A.); (M.A.); (M.A.); (A.A.); (S.A.)
| | - Abdullah Alowayed
- Department of Pharmaceutical Care, Alrass General Hospital, Qassim Health Cluster, P.O. Box 58883, Alrass 51921, Qassim, Saudi Arabia;
| | - Suhaj Abdulsalim
- Department of Pharmacy Practice, Unaizah College of Pharmacy, Qassim University, P.O. Box 5888, Unaizah 51911, Qassim, Saudi Arabia; (G.A.); (R.A.); (S.A.); (H.A.); (M.A.); (M.A.); (A.A.); (S.A.)
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12
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Tan T, Chan S, Ind M, Pace G, Bailey J, Reed K, Dutton T, Osuagwu UL, Wong KC. Benefits and challenges of electronic prescribing for general practitioners and pharmacists in regional Australia. Aust J Rural Health 2023. [PMID: 37243842 DOI: 10.1111/ajr.12999] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 04/25/2023] [Accepted: 05/17/2023] [Indexed: 05/29/2023] Open
Abstract
OBJECTIVE To explore the benefits and challenges of electronic prescribing (e-prescribing) for general practitioners (GPs) and pharmacists in regional New South Wales (NSW). METHODS This qualitative study utilised semistructured interviews conducted virtually or in-person between July and September 2021. SETTING AND PARTICIPANTS General practitioners and pharmacists practising in Bathurst NSW. MAIN OUTCOMES Self-reported perceived and experienced benefits and challenges of e-prescribing. RESULTS Two GPs and four pharmacists participated in the study. Reported benefits of e-prescribing included improvement in the prescribing and dispensing process, patient adherence, and prescription safety and security. The increased convenience for the patients was appreciated particularly during the COVID-19 pandemic. Challenges discussed were how the system was perceived to be unsafe and insecure, costs of messaging and updating general practice software, utilisation of new systems and patient awareness. Pharmacists reported the need for education to patients and staff to minimise the impact of inexperience with the novel technology on workflow efficacy. CONCLUSION This study provided first insight and information on the perspectives of GPs and pharmacists 12 months after the implementation of e-prescribing. Further nationwide studies are required to consolidate these findings; provide comparisons with the system's progress since conception; determine whether metropolitan and rural health care professionals share similar perspectives; and shed light on where additional government support may be required.
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Affiliation(s)
- Tiffany Tan
- Bathurst Rural Clinical School, Western Sydney University, Bathurst, New South Wales, Australia
| | - Sonia Chan
- Bathurst Rural Clinical School, Western Sydney University, Bathurst, New South Wales, Australia
| | - Melissa Ind
- Bathurst Rural Clinical School, Western Sydney University, Bathurst, New South Wales, Australia
| | - Georgia Pace
- Bathurst Rural Clinical School, Western Sydney University, Bathurst, New South Wales, Australia
| | - Jannine Bailey
- Bathurst Rural Clinical School, Western Sydney University, Bathurst, New South Wales, Australia
| | - Krista Reed
- Bathurst Rural Clinical School, Western Sydney University, Bathurst, New South Wales, Australia
| | - Teagan Dutton
- Bathurst Rural Clinical School, Western Sydney University, Bathurst, New South Wales, Australia
| | - Uchechukwu Levi Osuagwu
- Bathurst Rural Clinical School, Western Sydney University, Bathurst, New South Wales, Australia
- School of Medicine, Translational Health Research Institute (THRI), Western Sydney University, Campbelltown, New South Wales, Australia
| | - Kam Cheong Wong
- Bathurst Rural Clinical School, Western Sydney University, Bathurst, New South Wales, Australia
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Graf A, Fehring L, Henningsen M, Zinner M. Going digital in Germany: An exploration of physicians’ attitudes towards the introduction of electronic prescriptions – a mixed methods approach. Int J Med Inform 2023; 174:105063. [PMID: 37028259 DOI: 10.1016/j.ijmedinf.2023.105063] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 03/15/2023] [Accepted: 03/29/2023] [Indexed: 04/05/2023]
Abstract
PURPOSE Digitalization of medical prescriptions is a core element for the digitalization of healthcare. While some countries have introduced electronic prescriptions over 20 years ago and nearly reached 100 % penetration, physicians in Germany have only been able to use electronic prescriptions since mid-2021 and currently only 0.1 % of prescriptions are transmitted electronically. This study investigates German physicians' viewpoint towards electronic prescriptions as a potential reason for the low penetration and investigates levers to drive adoption. BASIC PROCEDURES We conducted a two-stage sequential mixed methods study consisting of semi-structured interviews followed by an online survey among 1136 physicians testing the main dimensions of the Unified Theory of Acceptance and Use of Technology model. MAIN FINDINGS Our initial interviews suggested that there was a high technology acceptance by physicians, but due to technical barriers, they were not able to use the system, explaining the low penetration. However, with the larger sample size of the survey, we identified, that while physicians see barriers for introducing electronic prescriptions, such as unclear cost reimbursement or lack of time to deal with the implementation, the majority believes these can be overcome within twelve months. Furthermore, we found that only one third of physicians is in favor of replacing paper-based prescriptions with electronic prescriptions and most physicians considers it unlikely that they will issue more than half of their prescriptions electronically within the next twelve month. Additionally, respondents perceived limited usefulness and expect high effort for using electronic prescriptions. PRINCIPAL CONCLUSION Low electronic prescription penetration in Germany seems to be driven by low technology acceptance, not technical barriers. This can be linked to low perceived usefulness, high effort expectancy and low perceived patient demand. Improving technical stability, system functionality and increasing physicians' level of information were seen as main levers to drive electronic prescription adoption.
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14
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Blagden S, Carson C, Underhill J, Desai M. A qualitative exploration of digital medicines information usage: Insights from an evaluation of the BNF. HEALTH POLICY AND TECHNOLOGY 2022. [DOI: 10.1016/j.hlpt.2022.100653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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15
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Fossouo Tagne J, Yakob RA, Mcdonald R, Wickramasinghe N. Barriers and Facilitators Influencing Real-Time & Digital Based Reporting of Adverse Drug Reactions by Community Pharmacists: a qualitative study using the Task Technology Fit Framework (Preprint). Interact J Med Res 2022; 11:e40597. [DOI: 10.2196/40597] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Revised: 09/03/2022] [Accepted: 09/27/2022] [Indexed: 01/29/2023] Open
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Elliott RA, Taylor SE, Koo SM, Nguyen AD, Liu E, Loh G. Accuracy of medication histories derived from an Australian cloud-based repository of prescribed and dispensed medication records. Intern Med J 2022. [PMID: 35719101 DOI: 10.1111/imj.15857] [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: 09/09/2021] [Accepted: 06/10/2022] [Indexed: 11/28/2022]
Abstract
BACKGROUND Obtaining accurate medication histories at transitions of care is challenging, but important for patient safety. Prescription exchange services (PES) securely transfer electronic prescription and dispensing records between prescribers and pharmacies; potentially useful data for determining medication histories. AIM To evaluate the accuracy of PES-derived medication histories. METHODS Prospective observational study, at two Australian tertiary-referral health-services. A convenience sample of adult inpatients was recruited. The main outcome measure was: proportion of patients with ≥1 errors in their PES-derived pre-admission medication histories, compared to gold-standard best-possible medication histories, including prescribed and non-prescribed medications, obtained by pharmacists using multiple sources including patient/carer interview. RESULTS 153/154 (99.4%) patients (median age 76years, inter-quartile range [IQR] 64-84years, median 10.0 pre-admission medications, IQR 6.0-14.0) had ≥1 errors in their PES-derived medication history (median 6.0 per patient, IQR 4.0-9.0). Excluding when-required (PRN) medications, 146 (94.8%) patients had a median of 4.0 errors (IQR 2.0-6.0). Omission was the most common error, affecting 549/1648 (33.3%) current medications (median 3.0, IQR 1.0-5.0 per patient); 396 [72.1%] omissions were over-the-counter medicines. Dose-regimen errors affected 276/1099 (25.1%) current medications captured in PES-derived medication histories (median 1.0, IQR 0.0-3.0 per patient). Commission errors (medications in PES-derived histories that weren't current) affected 224/1383 (16.2%) medications (median 1.0, IQR 1.0-2.0 per patient). CONCLUSIONS Medication histories derived solely from a cloud-based medication record repository had a high error rate compared to patients' actual medication use. Like all medication history sources, data from cloud-based repositories need to be verified with additional sources including patients and/or carers. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Rohan A Elliott
- Aged Care and Research, Pharmacy Department, Austin Health, Melbourne
| | - Simone E Taylor
- Emergency Medicine and Research, Pharmacy Department, Austin Health, Melbourne
| | | | | | - Esther Liu
- Pharmacy Department, Peninsula Health, Melbourne
| | - Grace Loh
- Pharmacy Department, Peninsula Health, Melbourne
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Yadav D, Bhatia S, Ramam M, Singh V, Khanna N, Khandpur S, Gupta V. Patient perception and satisfaction with a smartphone-based teledermatology service initiated during the COVID-19 pandemic at a tertiary care hospital in North India. Indian J Dermatol Venereol Leprol 2022; 88:623-632. [PMID: 35389031 DOI: 10.25259/ijdvl_608_2021] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Accepted: 11/01/2021] [Indexed: 01/11/2023]
Abstract
BACKGROUND Telemedicine is being increasingly used to provide healthcare to patients, particularly during the COVID-19 pandemic. AIMS The study aimed to study patient perception and satisfaction with a smartphone-based hybrid teledermatology service initiated during the COVID-19 pandemic. METHODS This was a cross-sectional telephonic survey including patients ≥18 years of age who had received a teledermatology consultation. After noting the demographic, clinical and teleconsultation details, patients were administered the Telemedicine Satisfaction Questionnaire and an additional 6-item questionnaire. Patients were also asked to give qualitative feedback and suggestions for improvement using a semi-structured interview guide. RESULTS We interviewed 201 subjects. The most common diagnoses were pemphigus (27, 13.4%), superficial fungal infections (24, 11.8%), psoriasis (22, 10.9%) and dermatitis (21, 10.4%). The overall mean Telemedicine Satisfaction Questionnaire score was 4.20± 0.71. One hundred seventy-one (85.1%) patients responded that they would use teledermatology services again, while 168 (83.6%) reported satisfaction with the quality of services. A majority of the patients were largely satisfied with the various components involved, though some concerns were raised about the care perceived as not at par with physical consultations, difficulty in procuring medicines, lack of confidence in photographic diagnoses and the lack of a personal touch. Patients with urticaria (P=0.020), those who were advised a change in treatment (P=0.029) and those with improvement in their skin disease (P=0.026) were more likely to be satisfied. LIMITATIONS Our study was conducted during the COVID-19 pandemic when patient acceptability was likely to be higher. Only follow-up patients were included in the study. CONCLUSION Patient satisfaction levels were generally high with teledermatology. Addressing lacunae that negatively impact patient perception and satisfaction will help in greater acceptance of teledermatology services.
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Affiliation(s)
- Deepika Yadav
- Department of Dermatology and Venereology, All India Institute of Medical Sciences, New Delhi, India
| | - Saurabh Bhatia
- Department of Dermatology and Venereology, All India Institute of Medical Sciences, New Delhi, India
| | - M Ramam
- Department of Dermatology and Venereology, All India Institute of Medical Sciences, New Delhi, India
| | - Vishwajeet Singh
- Department of Biostatistics, All India Institute of Medical Sciences, New Delhi, India
| | - Neena Khanna
- Department of Dermatology and Venereology, All India Institute of Medical Sciences, New Delhi, India
| | - Sujay Khandpur
- Department of Dermatology and Venereology, All India Institute of Medical Sciences, New Delhi, India
| | - Vishal Gupta
- Department of Dermatology and Venereology, All India Institute of Medical Sciences, New Delhi, India
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Patients with Cardiovascular Implantable Electronic Devices in the Era of COVID-19 and Their Response to Telemedical Solutions. Medicina (B Aires) 2022; 58:medicina58020160. [PMID: 35208484 PMCID: PMC8877859 DOI: 10.3390/medicina58020160] [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: 12/10/2021] [Revised: 01/18/2022] [Accepted: 01/20/2022] [Indexed: 11/17/2022] Open
Abstract
Background and objectives: The COVID-19 pandemic has transformed the healthcare system, leading to the rapid implementation of telemedical solutions, especially in cardiology. The aim of this survey was to evaluate the patients (pts) with cardiac implantable electronic devices (CIED) perspectives on the telemedicine elements such as teleconsultation, telemonitoring, and e-prescription. Materials and methods: An anonymous questionnaire was created and delivered to CIED pts who came to the ambulatory outpatient clinic. In this survey, we evaluated teleconsultation, home monitoring systems, and e-prescription in the 17 single-choice and multiple-choice questions and a rating on a scale of 0 to 10. Results: During the four-month period, 226 pts (58% male) completed the questionnaire. Regular visits were most frequent in pts living in the urban area where the clinic was located, and least frequent in those living in rural areas (p = 0.0158). Moreover, 89 pts (39%) had teleconsultation before CIED interrogation, and satisfaction was 99%; 24 pts (11%) had home-monitoring control and 135 pts (60%) would have liked to have this opportunity; 88 pts (34.5%) would be able to pay additional costs for home-monitoring, with a mean amount of 65 PLN (±68.24). The e-prescription system was used by 203 pts (90%), and it was evaluated with 8.6 points (±2) on a scale from 0 to 10 points. Conclusions: The COVID-19 pandemic disrupted the previous functioning of the health system, and telemedicine became an alternative to traditional ambulatory visits and proved to be essential in the continuity of patient care. There is a substantial need for further development of telemedicine solutions in the healthcare system.
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Aldughayfiq B, Sampalli S. Patients', pharmacists', and prescribers' attitude toward using blockchain and machine learning in a proposed ePrescription system: online survey. JAMIA Open 2022; 5:ooab115. [PMID: 35028528 PMCID: PMC8752039 DOI: 10.1093/jamiaopen/ooab115] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Revised: 06/28/2021] [Accepted: 12/14/2021] [Indexed: 11/29/2022] Open
Abstract
Objective To evaluate the attitudes of the parties involved in the system toward the new features and measure the potential benefits of introducing the use of blockchain and machine learning (ML) to strengthen the in-place methods for safely prescribing medication. The proposed blockchain will strengthen the security and privacy of the patient’s prescription information shared in the network. Once the ePrescription is submitted, it is only available in read-only mode. This will ensure there is no alteration to the ePrescription information after submission. In addition, the blockchain will provide an improved tracking mechanism to ensure the originality of the ePrescription and that a prescriber can only submit an ePrescription with the patient’s authorization. Lastly, before submitting an ePrescription, an ML algorithm will be used to detect any anomalies (eg, missing fields, misplaced information, or wrong dosage) in the ePrescription to ensure the safety of the prescribed medication for the patient. Methods The survey contains questions about the features introduced in the proposed ePrescription system to evaluate the security, privacy, reliability, and availability of the ePrescription information in the system. The study population is comprised of 284 respondents in the patient group, 39 respondents in the pharmacist group, and 27 respondents in the prescriber group, all of whom met the inclusion criteria. The response rate was 80% (226/284) in the patient group, 87% (34/39) in the pharmacist group, and 96% (26/27) in the prescriber group. Key Findings The vast majority of the respondents in all groups had a positive attitude toward the proposed ePrescription system’s security and privacy using blockchain technology, with 72% (163/226) in the patient group, 70.5% (24/34) in the pharmacist group, and 73% (19/26) in the prescriber group. Moreover, the majority of the respondents in the pharmacist (70%, 24/34) and prescriber (85%, 22/26) groups had a positive attitude toward using ML algorithms to generate alerts regarding prescribed medication to enhance the safety of medication prescribing and prevent medication errors. Conclusion Our survey showed that a vast majority of respondents in all groups had positive attitudes toward using blockchain and ML algorithms to safely prescribe medications. However, a need for minor improvements regarding the proposed features was identified, and a post-implementation user study is needed to evaluate the proposed ePrescription system in depth.
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Estimating proportion of days covered (PDC) using real-world online medicine suppliers' datasets. J Pharm Policy Pract 2021; 14:113. [PMID: 34965882 PMCID: PMC8715592 DOI: 10.1186/s40545-021-00385-w] [Citation(s) in RCA: 51] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Accepted: 11/27/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The proportion of days covered (PDC) is used to estimate medication adherence by looking at the proportion of days in which a person has access to the medication, over a given period of interest. This study aimed to adapt the PDC algorithm to allow for plausible assumptions about prescription refill behaviour when applied to data from online pharmacy suppliers. METHODS Three PDC algorithms, the conventional approach (PDC1) and two alternative approaches (PDC2 and PDC3), were used to estimate adherence in a real-world dataset from an online pharmacy. Each algorithm has different denominators and increasing levels of complexity. PDC1, the conventional approach, is the total number of days between first dispensation and a defined end date. PDC2 counts the days until the end of supply date. PDC3 removes from the denominator specifically defined large gaps between refills, which could indicate legitimate reasons for treatment discontinuation. The distribution of the three PDCs across four different follow-up lengths was compared. RESULTS The dataset included people taking ACE inhibitors (n = 65,905), statins (n = 100,362), and/or thyroid hormones (n = 30,637). The proportion of people taking ACE inhibitors with PDC ≥ 0.8 was 50-74% for PDC1, 81-91% for PDC2, and 86-100% for PDC3 with values depending on drug and length of follow-up. Similar ranges were identified in people taking statins and thyroid hormones. CONCLUSION These algorithms enable researchers and healthcare providers to assess pharmacy services and individual levels of adherence in real-world databases, particularly in settings where people may switch between different suppliers of medicines, meaning an individual supplier's data may show temporary but legitimate gaps in access to medication. Accurately identifying problems with adherence provides the foundation for opportunities to improve experience, adherence and outcomes and to reduce medicines wastage. Research with people taking medications and prescribers is required to validate the algorithms' assumptions.
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21
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Campbell C, Morris C, McBain L. Electronic transmission of prescriptions in primary care: transformation, timing and teamwork. J Prim Health Care 2021; 13:340-350. [PMID: 34937647 DOI: 10.1071/hc21050] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Accepted: 11/19/2021] [Indexed: 11/23/2022] Open
Abstract
INTRODUCTION During the coronavirus disease 2019 (COVID-19) pandemic lockdown in New Zealand in March 2020, there was a rapid shift to virtual consultations in primary care. This change was supported by system adjustments to enable electronic transmission of prescriptions without a handwritten signature if they met certain security criteria. International research suggests potential for unintended consequences with such changes, so it is important to understand the effect on professional practice in New Zealand general practice and community pharmacy. AIM The purpose of this study was to undertake a preliminary exploration of the experiences of New Zealand general practitioners and community pharmacists when prescriptions are transmitted electronically directly from prescriber to pharmacy. METHODS Semi-structured interviews with a purposive sample of four pharmacists and four general practitioners gathered qualitative data about their experiences of the shift to electronic transmission of prescriptions. Participants' perceptions of effect on professional workflow, interprofessional interactions between general practitioners and pharmacists, and interactions with patients were explored. Interviews were audio-recorded, and the data analysed thematically using an inductive approach. RESULTS Four themes were identified: workflow transformation; mixed impact on interactions with patients; juggling timing and expectations; and new avenues for interprofessional communication (with some cul-de-sacs). DISCUSSION Both general practitioners and pharmacists experienced transformational changes to workflow. This was positive for general practitioners due to saved time and increased work flexibility. Pharmacists noted potential benefits but also some challenges. To fully reap teamwork benefits, more work is needed on managing the timing issues and patient expectations, and to refine the new modes of communication between health-care practitioners.
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Affiliation(s)
- Chloë Campbell
- Department of Primary Health Care and General Practice, University of Otago, Wellington, New Zealand; and Corresponding author.
| | - Caroline Morris
- Department of Primary Health Care and General Practice, University of Otago, Wellington, New Zealand
| | - Lynn McBain
- Department of Primary Health Care and General Practice, University of Otago, Wellington, New Zealand
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Dhamanti I, Kurniawati E, Zairina E, Nurhaida I, Salsabila S. Implementation of Computerized Physician Order Entry in Primary Care: A Scoping Review. J Multidiscip Healthc 2021; 14:3441-3451. [PMID: 34949924 PMCID: PMC8691134 DOI: 10.2147/jmdh.s344781] [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] [Received: 10/16/2021] [Accepted: 12/06/2021] [Indexed: 11/23/2022] Open
Abstract
PURPOSE This scoping review aimed to assess the implementation and outcomes of computerized physician order entry (CPOE) in primary care. METHODS A scoping review was carried out in accordance with the Joanna Briggs Institute's guidelines (JBI). The databases PubMed, CINAHL, Science Direct, and Google Scholar were all searched. The full text of each article was reviewed for eligibility after the title and abstract were evaluated. JBI data extraction were used to extract data. Donabedian's framework served as the foundation for the data discussion. RESULTS Based on the inclusion criteria, seven studies were included. The studies' main goal in common was to analyze the outcome or impact of implementing CPOE systems in ambulatory or primary care settings. Several studies described the framework, current state of implementation, and evaluation or recommendation following CPOE system implementation. Many positive effects were felt by physicians or prescribers, pharmacists, patients, and primary care providers, with patient safety being the primary goal. CONCLUSION Although this study discovered some issues and factors associated with CPOE implementation and adoption, such as infrastructure, workflow, level of engagement, and safety culture, CPOE has many positive outcomes for patients, physicians, and primary care. To improve CPOE adoption in healthcare, particularly primary care, more research into the structure, framework, and components of CPOE deployment is required.
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Affiliation(s)
- Inge Dhamanti
- Faculty of Public Health Universitas Airlangga, Surabaya, East Java, Indonesia
- Center for Patient Safety Research, Universitas Airlangga, Surabaya, Indonesia
- School of Psychology and Public Health, La Trobe University, Melbourne, VIC, Australia
| | - Eva Kurniawati
- Department Cardiothoracic Surgery, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Elida Zairina
- Faculty of Pharmacy, Universitas Airlangga, Surabaya, Indonesia
| | - Ida Nurhaida
- Faculty of Computer Science, Mercu Buana University, Jakarta, Indonesia
| | - Salsabila Salsabila
- Faculty of Public Health Universitas Airlangga, Surabaya, East Java, Indonesia
- Center for Patient Safety Research, Universitas Airlangga, Surabaya, Indonesia
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Xie Y, Zhang J, Wang H, Liu P, Liu S, Huo T, Duan YY, Dong Z, Lu L, Ye Z. Applications of Blockchain in the Medical Field: Narrative Review. J Med Internet Res 2021; 23:e28613. [PMID: 34533470 PMCID: PMC8555946 DOI: 10.2196/28613] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Revised: 08/12/2021] [Accepted: 09/10/2021] [Indexed: 02/06/2023] Open
Abstract
Background As a distributed technology, blockchain has attracted increasing attention from stakeholders in the medical industry. Although previous studies have analyzed blockchain applications from the perspectives of technology, business, or patient care, few studies have focused on actual use-case scenarios of blockchain in health care. In particular, the outbreak of COVID-19 has led to some new ideas for the application of blockchain in medical practice. Objective This paper aims to provide a systematic review of the current and projected uses of blockchain technology in health care, as well as directions for future research. In addition to the framework structure of blockchain and application scenarios, its integration with other emerging technologies in health care is discussed. Methods We searched databases such as PubMed, EMBASE, Scopus, IEEE, and Springer using a combination of terms related to blockchain and health care. Potentially relevant papers were then compared to determine their relevance and reviewed independently for inclusion. Through a literature review, we summarize the key medical scenarios using blockchain technology. Results We found a total of 1647 relevant studies, 60 of which were unique studies that were included in this review. These studies report a variety of uses for blockchain and their emphasis differs. According to the different technical characteristics and application scenarios of blockchain, we summarize some medical scenarios closely related to blockchain from the perspective of technical classification. Moreover, potential challenges are mentioned, including the confidentiality of privacy, the efficiency of the system, security issues, and regulatory policy. Conclusions Blockchain technology can improve health care services in a decentralized, tamper-proof, transparent, and secure manner. With the development of this technology and its integration with other emerging technologies, blockchain has the potential to offer long-term benefits. Not only can it be a mechanism to secure electronic health records, but blockchain also provides a powerful tool that can empower users to control their own health data, enabling a foolproof health data history and establishing medical responsibility.
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Affiliation(s)
- Yi Xie
- Department of Orthopedics Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.,Laboratory of Intelligent Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jiayao Zhang
- Department of Orthopedics Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.,Laboratory of Intelligent Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Honglin Wang
- Department of Orthopedics Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.,Laboratory of Intelligent Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Pengran Liu
- Department of Orthopedics Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.,Laboratory of Intelligent Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Songxiang Liu
- Department of Orthopedics Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.,Laboratory of Intelligent Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Tongtong Huo
- Laboratory of Intelligent Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.,School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan, China
| | - Yu-Yu Duan
- Laboratory of Intelligent Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.,Hubei University of Chinese Medicine, Wuhan, China
| | - Zhe Dong
- Wuhan Academy of Intelligent Medicine, Wuhan, China
| | - Lin Lu
- Department of Orthopedics Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.,Laboratory of Intelligent Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Zhewei Ye
- Department of Orthopedics Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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A Survey of Patients' Opinions and Preferences on the Use of E-Prescriptions in Poland. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18189769. [PMID: 34574688 PMCID: PMC8467067 DOI: 10.3390/ijerph18189769] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Revised: 09/12/2021] [Accepted: 09/15/2021] [Indexed: 11/29/2022]
Abstract
E-prescription is already used in many countries, improving the standard of patient care. Officially, from 8 January 2020 e-prescribing has been obligated in Poland. Physicians’ and pharmacists’ opinions on e-prescribing have been widely researched and reported in the literature. In contrast, patients’ perception has, to date, received little attention. For this reason, the aim of this study was to find the features and functionalities of e-prescribing that are desired by the public and influence the positive evaluation of this tool, according to patient opinion. In order to obtain data, a questionnaire was completed by 456 randomly selected adults. The obtained results indicated that only eight people (1.8%) did not know what e-prescription is. Of the remaining 448 individuals, 72.1% prefer e-prescription because it is more convenient for them. Most patients (62.1%) also recognize that e-prescribing makes it easier to purchase medications on behalf of another patient. Based on the study, it can be concluded that e-prescription is well evaluated by Polish patients. A large percentage of respondents were positive about obtaining prescriptions for continued treatment, without a personal doctor visit. Therefore, it is reasonable to maintain the possibility of such contact with a physician. The most popular, and preferred, method of receiving e-prescriptions is via SMS. However, it is necessary to offer different options for obtaining prescriptions, to meet the needs of different populations.
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Bloomrosen M, Berner ES. Findings from the 2021 Yearbook Section on Health Information Management. Yearb Med Inform 2021; 30:84-90. [PMID: 34479381 PMCID: PMC8416205 DOI: 10.1055/s-0041-1726501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Objectives:
To summarize the recent literature and research and present a selection of the best papers published in 2020 in the field of Health Information Management (HIM) and Health Informatics.
Methods:
A systematic review of the literature for the IMIA Yearbook HIM section was performed by the two section editors with the help of a medical librarian. We searched bibliographic databases for HIM-related papers using both MeSH headings and keywords in titles and abstracts. A shortlist of the fifteen best candidate papers was first selected by section editors before being peer-reviewed by independent external reviewers.
Results:
The three major themes of Health Information Exchange (transmitting, sharing, and accessing patient health-related data and information) (HIE), Data Quality, and Privacy and Security make up 80% of the fifteen papers, with individual papers on personal health records, information governance and the professionalism of the HIM field.
Conclusions:
Traditional HIM concerns about HIM practice and workforce as well as issues about the data in electronic health records (EHRs) including data quality, coding, health information exchange among entities within the healthcare systems and privacy and confidentiality continue to be a large part of the HIM research literature. Although there was little research applying these themes to pandemic concerns, HIM professionals have the expertise to make ccontributions to public health informatics research and this research would benefit from their involvement.
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Affiliation(s)
| | - Eta S Berner
- Graduate Programs in Health Informatics, Department of Health Services Administration, University of Alabama at Birmingham, Birmingham, AL, USA
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Medical Electronic Prescription for Home Respiratory Care Services (PEM-CRD) at a Portuguese University Tertiary Care Centre (2014–2018): A Case Study. SUSTAINABILITY 2020. [DOI: 10.3390/su12239859] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Home respiratory care (HRC) is the provision of healthcare services at the place of residence of patients or their families, with the aim of meeting needs mainly resulting from chronic respiratory conditions, permanent disability, or terminal illness. In 2016, an innovative electronic prescription system, PEM-CRD, was fully implemented for HRC services in Portugal. To date, no study has addressed the impact of the execution of this digital innovation. For this purpose, we carried out an analysis of the prevalence and number of prescriptions for people with chronic respiratory diseases receiving HRC in the Lisbon metropolitan area, during 2014–2018, using the information obtained from the PEM-CRD database. The data analysis shows that while the number of patients receiving HRC treatment with a prescription has remained stable over the last four years, the number of prescriptions has significantly dropped since 2016 (2016–2018), with consequent paper and processes efficiency. The implementation of the digital Medical Electronic Prescription for Home Respiratory Care tool (PEM-CRD) and consequent dematerialization of these processes has increased the efficiency of prescribing in HRC. Additionally, the possibility of obtaining data through the PEM-CRD allows the monitoring of the evolving prevalence of therapies, improving the health services optimization and allowing reporting on data other than medicines.
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