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Kulasegaram KM, Grierson L, Barber C, Chahine S, Chou FC, Cleland J, Ellis R, Holmboe ES, Pusic M, Schumacher D, Tolsgaard MG, Tsai CC, Wenghofer E, Touchie C. Data sharing and big data in health professions education: Ottawa consensus statement and recommendations for scholarship. MEDICAL TEACHER 2024; 46:471-485. [PMID: 38306211 DOI: 10.1080/0142159x.2023.2298762] [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: 12/14/2023] [Accepted: 12/20/2023] [Indexed: 02/04/2024]
Abstract
Changes in digital technology, increasing volume of data collection, and advances in methods have the potential to unleash the value of big data generated through the education of health professionals. Coupled with this potential are legitimate concerns about how data can be used or misused in ways that limit autonomy, equity, or harm stakeholders. This consensus statement is intended to address these issues by foregrounding the ethical imperatives for engaging with big data as well as the potential risks and challenges. Recognizing the wide and ever evolving scope of big data scholarship, we focus on foundational issues for framing and engaging in research. We ground our recommendations in the context of big data created through data sharing across and within the stages of the continuum of the education and training of health professionals. Ultimately, the goal of this statement is to support a culture of trust and quality for big data research to deliver on its promises for health professions education (HPE) and the health of society. Based on expert consensus and review of the literature, we report 19 recommendations in (1) framing scholarship and research through research, (2) considering unique ethical practices, (3) governance of data sharing collaborations that engage stakeholders, (4) data sharing processes best practices, (5) the importance of knowledge translation, and (6) advancing the quality of scholarship through multidisciplinary collaboration. The recommendations were modified and refined based on feedback from the 2022 Ottawa Conference attendees and subsequent public engagement. Adoption of these recommendations can help HPE scholars share data ethically and engage in high impact big data scholarship, which in turn can help the field meet the ultimate goal: high-quality education that leads to high-quality healthcare.
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Affiliation(s)
| | - Lawrence Grierson
- Department of Family Medicine, McMaster University, Hamilton, Canada
| | - Cassandra Barber
- School of Health Professions Education, Maastricht University, Maastricht, Netherlands
| | - Saad Chahine
- Faculty of Education, Queen's University, Kingston, Canada
| | - Fremen Chichen Chou
- Faculty of Education, Center for Faculty Development, China Medical University Hospital, Taichung City, Taiwan
| | - Jennifer Cleland
- Director of Medical Education Research & Scholarship Unit, Lee Kong Chian School of Medicine, Singapore
| | | | - Eric S Holmboe
- Accreditation Council for Graduate Medical Education, Chicago, IL, USA
| | | | - Daniel Schumacher
- Cincinnati Children's Hospital Medical Center/University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Martin G Tolsgaard
- Copenhagen Academy for Medical Education and Simulation, University of Copenhagen, Copenhagen, Denmark
| | - Chin-Chung Tsai
- Program of Learning Sciences, National Taiwan Normal University, Taipei, Taiwan
| | - Elizabeth Wenghofer
- School of Kinesiology and Health Sciences, Laurentian University, Sudbury, Canada
| | - Claire Touchie
- University of Ottawa/The Ottawa Hospital, Ottawa, Canada
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Posadas-Martinez ML, Vicens J, Dawidowski AR, Martinez Von Scheidt MA, Pagotto VL, Blugerman GA, Schpilberg MG, Gadano AC. The role of registries in improving health and bridging healthcare, research, education, innovation and development: a research department perspective. J Int Med Res 2024; 52:3000605241233140. [PMID: 38460545 PMCID: PMC10924758 DOI: 10.1177/03000605241233140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Accepted: 01/29/2024] [Indexed: 03/11/2024] Open
Abstract
Health registries are organized systems that collect data on individuals with a particular disease, condition or exposure. The aim of this narrative review was to provide an integrated perspective from the Research Department at the Hospital Italiano de Buenos Aires, Argentina, on how health registries can be used as a bridge between healthcare, research, education, innovation and development while addressing ethical challenges. The review includes a description of the experience of a registry implemented at our institution, which has provided healthcare for 170 years, and is committed to support, education and research. We focus on the potential of health registries to provide better value healthcare by reducing healthcare costs and improving health outcomes and quality of care, and to improve medical knowledge. However, we also acknowledge and discuss the challenges that accompany these achievements, such as that of ethical issues. Through effective collaboration and integration with other healthcare stakeholders, health registries can be a powerful tool to promote better health.
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Affiliation(s)
| | - Jimena Vicens
- Department of Research, Hospital Italiano de Buenos Aires, Ciudad de Buenos Aires, Argentina
| | - Adriana Ruth Dawidowski
- Department of Research, Hospital Italiano de Buenos Aires, Ciudad de Buenos Aires, Argentina
| | | | - Vanina Laura Pagotto
- Department of Research, Hospital Italiano de Buenos Aires, Ciudad de Buenos Aires, Argentina
| | | | | | - Adrian Carlos Gadano
- Department of Research, Hospital Italiano de Buenos Aires, Ciudad de Buenos Aires, Argentina
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Caretta-Weyer HA, Smirnova A, Barone MA, Frank JR, Hernandez-Boussard T, Levinson D, Lombarts KMJMH, Lomis KD, Martini A, Schumacher DJ, Turner DA, Schuh A. The Next Era of Assessment: Building a Trustworthy Assessment System. PERSPECTIVES ON MEDICAL EDUCATION 2024; 13:12-23. [PMID: 38274558 PMCID: PMC10809864 DOI: 10.5334/pme.1110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2023] [Accepted: 12/18/2023] [Indexed: 01/27/2024]
Abstract
Assessment in medical education has evolved through a sequence of eras each centering on distinct views and values. These eras include measurement (e.g., knowledge exams, objective structured clinical examinations), then judgments (e.g., workplace-based assessments, entrustable professional activities), and most recently systems or programmatic assessment, where over time multiple types and sources of data are collected and combined by competency committees to ensure individual learners are ready to progress to the next stage in their training. Significantly less attention has been paid to the social context of assessment, which has led to an overall erosion of trust in assessment by a variety of stakeholders including learners and frontline assessors. To meaningfully move forward, the authors assert that the reestablishment of trust should be foundational to the next era of assessment. In our actions and interventions, it is imperative that medical education leaders address and build trust in assessment at a systems level. To that end, the authors first review tenets on the social contextualization of assessment and its linkage to trust and discuss consequences should the current state of low trust continue. The authors then posit that trusting and trustworthy relationships can exist at individual as well as organizational and systems levels. Finally, the authors propose a framework to build trust at multiple levels in a future assessment system; one that invites and supports professional and human growth and has the potential to position assessment as a fundamental component of renegotiating the social contract between medical education and the health of the public.
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Affiliation(s)
- Holly A. Caretta-Weyer
- Department of Emergency Medicine, Stanford University School of Medicine, Palo Alto, California, USA
| | - Alina Smirnova
- Department of Family Medicine, University of Calgary, Calgary, Alberta, Canada
- Kern Institute for the Transformation of Medical Education, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - Michael A. Barone
- NBME, Philadelphia, Pennsylvania, USA
- Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Jason R. Frank
- Department of Emergency Medicine, University of Ottawa, Ottawa, Ontario, CA
| | | | - Dana Levinson
- Josiah Macy Jr Foundation, Philadelphia, Pennsylvania, USA
| | - Kiki M. J. M. H. Lombarts
- Department of Medical Psychology, Amsterdam University Medical Centers, University of Amsterdam, NL
- Amsterdam Public Health research institute, Amsterdam, NL
| | - Kimberly D. Lomis
- Undergraduate Medical Education Innovations, American Medical Association, Chicago, Illinois, USA
| | - Abigail Martini
- Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, USA
| | - Daniel J. Schumacher
- Division of Emergency Medicine, Cincinnati Children’s Hospital Medical Center/University of Cincinnati College of Medicine, Cincinnati, Ohio, USA
| | - David A. Turner
- American Board of Pediatrics, Chapel Hill, North Carolina, USA
| | - Abigail Schuh
- Division of Emergency Medicine, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
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Altshuler L, Wilhite JA, Hardowar K, Crowe R, Hanley K, Kalet A, Zabar S, Gillespie C, Ark T. Understanding medical student paths to communication skills expertise using latent profile analysis. MEDICAL TEACHER 2023; 45:1140-1147. [PMID: 36961759 DOI: 10.1080/0142159x.2023.2193303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
PURPOSE To describe patterns of clinical communication skills that inform curriculum enhancement and guide coaching of medical students. MATERIALS AND METHODS Performance data from 1182 consenting third year medical students in 9 cohorts (2011-2019), on a 17-item Clinical Communication Skills Assessment Tool (CCSAT) completed by trained Standardized Patients as part of an eight case high stakes Comprehensive Clinical Skills Exam (CCSE) were analyzed using latent profile analysis (LPA). Assessment domains included: information gathering (6 items), relationship development (5 items), patient education (3 items), and organization/time management (3 items). LPA clustered learners with similar strength/weakness into profiles based on item response patterns across cases. One-way analysis of variance (ANOVA) assessed for significant differences by profile for CCSAT items. RESULTS Student performance clustered into six profiles in three groups, high performing (HP1 and HP2-Low Patient Education, 15.7%), average performing (AP1 and AP2-Interrupters, 40.9%), and lower performing profiles (LP1-Non-interrupters and LP2, 43.4%) with adequate model fit estimations and similar distribution in each cohort. We identified 3 CCSAT items that discriminated among learner's skill profiles. CONCLUSION Clinical communication skill performance profiles provide nuanced, benchmarked guidance for curriculum improvement and tailoring of communication skills coaching.
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Affiliation(s)
- Lisa Altshuler
- NYU Grossman School of Medicine, NYU Langone Health, New York, NY, USA
| | - Jeffrey A Wilhite
- NYU Grossman School of Medicine, NYU Langone Health, New York, NY, USA
| | - Khemraj Hardowar
- NYU Grossman School of Medicine, NYU Langone Health, New York, NY, USA
| | - Ruth Crowe
- NYU Grossman School of Medicine, NYU Langone Health, New York, NY, USA
| | - Kathleen Hanley
- NYU Grossman School of Medicine, NYU Langone Health, New York, NY, USA
| | - Adina Kalet
- Kern Institute, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Sondra Zabar
- NYU Grossman School of Medicine, NYU Langone Health, New York, NY, USA
| | - Colleen Gillespie
- Institute for Innovations in Medical Education, NYU Grossman School of Medicine, New York, NY, USA
| | - Tavinder Ark
- Kern Institute, Medical College of Wisconsin, Milwaukee, WI, USA
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Levitt EB, Paul KD, Vatsia SK, Scannell B, Patt JC, Templeton K, McGwin G, Ponce BA. Benefits of an Orthopedic Education Research Collaborative: An Innovative Approach. Cureus 2023; 15:e34903. [PMID: 36938282 PMCID: PMC10016735 DOI: 10.7759/cureus.34903] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/12/2023] [Indexed: 02/16/2023] Open
Abstract
Background Graduate Medical Education (GME) research in orthopedic surgery is an important but underrepresented subject in the medical literature. It was unknown if orthopedic residency leaders were interested in a surgical education research collaborative (orthopedic collaborative). The objectives of this study were to assess the potential benefit of an orthopedic collaborative from orthopedic residency leaders and investigate the factors associated with the support of a research collaborative within a surgical subspecialty. Methodology An anonymous 19-question survey-based study was distributed through REDCap (Nashville, TN, USA) to orthopedic residency leaders in the United States, from July to October 2020. The main outcome was perceived benefit. Additional aspects included program characteristics, challenges in performing resident education research, and organizational issues such as authorship, frequency of study requests, and governance. Results Almost all orthopedic faculty leadership (99%, 73/74) stated that resident education and faculty development research projects would benefit from an orthopedic education research collaborative. In comparison to unsupportive respondents, younger age (P = 0.006), 15 or fewer years in practice (P = 0.04), and having 0 to 100 peer-reviewed publications (P = 0.047) were associated with support for an orthopedic collaborative. Conclusions Challenges related to survey-based study quality and generalizability at single institutions can benefit from multi-institutional collaboration to develop high-quality studies that capture a representative sample to support orthopedic surgery program development.
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Affiliation(s)
- Eli B Levitt
- Orthopedic Surgery, Herbert Wertheim College of Medicine, Florida International University, Miami, USA
- Internal Medicine, Palmetto General Hospital, Hialeah, USA
| | - Kyle D Paul
- Orthopedic Surgery, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, USA
- Orthopedic Surgery, Joe R. and Teresa Lozano Long School of Medicine, University of Texas Health Science Center, San Antonio, USA
| | | | | | | | - Kim Templeton
- Orthopedic Surgery, University of Kansas School of Medicine, Kansas City, USA
| | - Gerald McGwin
- Epidemiology, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, USA
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Grath-Lone LM, Jay MA, Blackburn R, Gordon E, Zylbersztejn A, Wijlaars L, Gilbert R. What makes administrative data "research-ready"? A systematic review and thematic analysis of published literature. Int J Popul Data Sci 2022; 7:1718. [PMID: 35520099 PMCID: PMC9052961 DOI: 10.23889/ijpds.v6i1.1718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Introduction Administrative data are a valuable research resource, but are under-utilised in the UK due to governance, technical and other barriers (e.g., the time and effort taken to gain secure data access). In recent years, there has been considerable government investment in making administrative data "research-ready", but there is no definition of what this term means. A common understanding of what constitutes research-ready administrative data is needed to establish clear principles and frameworks for their development and the realisation of their full research potential. Objective To define the characteristics of research-ready administrative data based on a systematic review and synthesis of existing literature. Methods On 29th June 2021, we systematically searched seven electronic databases for (1) peer-reviewed literature (2) related to research-ready administrative data (3) written in the English language. Following supplementary searches and snowball screening, we conducted a thematic analysis of the identified relevant literature. Results Overall, we screened 2,375 records and identified 38 relevant studies published between 2012 and 2021. Most related to administrative data from the UK and US and particularly to health data. The term research-ready was used inconsistently in the literature and there was some conflation with the concept of data being ready for statistical analysis. From the thematic analysis, we identified five defining characteristics of research-ready administrative data: (a) accessible, (b) broad, (c) curated, (d) documented and (e) enhanced for research purposes. Conclusions Our proposed characteristics of research-ready administrative data could act as a starting point to help data owners and researchers develop common principles and standards. In the more immediate term, the proposed characteristics are a useful framework for cataloguing existing research-ready administrative databases and relevant resources that can support their development.
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Affiliation(s)
| | - Matthew A. Jay
- Population, Policy and Practice Research and Teaching Department, Great Ormond Street Institute of Child Health, University College London, UK
| | - Ruth Blackburn
- Institute of Health Informatics, University College London, UK
| | - Emma Gordon
- Administrative Data Research UK, Economic & Social Research Council, UK
| | - Ania Zylbersztejn
- Population, Policy and Practice Research and Teaching Department, Great Ormond Street Institute of Child Health, University College London, UK
| | - Linda Wijlaars
- Population, Policy and Practice Research and Teaching Department, Great Ormond Street Institute of Child Health, University College London, UK
| | - Ruth Gilbert
- Institute of Health Informatics, University College London, UK
- Population, Policy and Practice Research and Teaching Department, Great Ormond Street Institute of Child Health, University College London, UK
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