This paper is in the following e-collection/theme issue:

Digital Health Reviews (1318) E-Health Policy and Health Systems Innovation (240) Health Services Research (494)

Published on in Vol 22, No 3 (2020): March

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/17026, first published .
An Analysis of the Learning Health System in Its First Decade in Practice: Scoping Review

An Analysis of the Learning Health System in Its First Decade in Practice: Scoping Review

An Analysis of the Learning Health System in Its First Decade in Practice: Scoping Review

Authors of this article:

Jodyn E Platt1 Author Orcid Image ;   Minakshi Raj2 Author Orcid Image ;   Matthias Wienroth3 Author Orcid Image
Article Authors Cited by (75) Tweetations (15) Metrics

Journals

  1. Olson A, Rosenberg M. From Nihilism to Opportunity. Clinical Journal of the American Society of Nephrology 2020;15(7):917 View
  2. Vinson A. Putting the network to work: Learning networks in rapid response situations. Learning Health Systems 2021;5(1) View
  3. Pedell S, Borda A, Keirnan A, Aimers N. Combining the Digital, Social and Physical Layer to Create Age-Friendly Cities and Communities. International Journal of Environmental Research and Public Health 2021;18(1):325 View
  4. Morris A, Stagg B, Lanspa M, Orme J, Clemmer T, Weaver L, Thomas F, Grissom C, Hirshberg E, East T, Wallace C, Young M, Sittig D, Pesenti A, Bombino M, Beck E, Sward K, Weir C, Phansalkar S, Bernard G, Taylor Thompson B, Brower R, Truwit J, Steingrub J, Duncan Hite R, Willson D, Zimmerman J, Nadkarni V, Randolph A, Curley M, Newth C, Lacroix J, Agus M, Lee K, deBoisblanc B, Scott Evans R, Sorenson D, Wong A, Boland M, Grainger D, Dere W, Crandall A, Facelli J, Huff S, Haug P, Pielmeier U, Rees S, Karbing D, Andreassen S, Fan E, Goldring R, Berger K, Oppenheimer B, Wesley Ely E, Gajic O, Pickering B, Schoenfeld D, Tocino I, Gonnering R, Pronovost P, Savitz L, Dreyfuss D, Slutsky A, Crapo J, Angus D, Pinsky M, James B, Berwick D. Enabling a learning healthcare system with automated computer protocols that produce replicable and personalized clinician actions. Journal of the American Medical Informatics Association 2021;28(6):1330 View
  5. Pomare C, Mahmoud Z, Vedovi A, Ellis L, Knaggs G, Smith C, Zurynski Y, Braithwaite J. Learning health systems: A review of key topic areas and bibliometric trends. Learning Health Systems 2022;6(1) View
  6. Thygeson N, Logan C, Lindberg C, Potts J, Suchman A, Merchant R, Thompson R. Relational interventions for organizational learning: An experience report. Learning Health Systems 2021;5(3) View
  7. Wood B, Fitzgerald M, Kendall C, Cameron E. Integrating socially accountable health professional education and learning health systems to transform community health and health systems. Learning Health Systems 2021;5(3) View
  8. Groot G, Baer S, Badea A, Dalidowicz M, Yasinian M, Ali A, Carr T, Reeder B. Developing a rapid evidence response toCOVID‐19: The collaborative approach of Saskatchewan, Canada. Learning Health Systems 2022;6(1) View
  9. Damschroder L, Knighton A, Griese E, Greene S, Lozano P, Kilbourne A, Buist D, Crotty K, Elwy A, Fleisher L, Gonzales R, Huebschmann A, Limper H, Ramalingam N, Wilemon K, Ho P, Helfrich C. Recommendations for strengthening the role of embedded researchers to accelerate implementation in health systems: Findings from a state-of-the-art (SOTA) conference workgroup. Healthcare 2021;8:100455 View
  10. Schleyer T, Williams L, Gottlieb J, Weaver C, Saysana M, Azar J, Sadowski J, Frederick C, Hui S, Kara A, Ruppert L, Zappone S, Bushey M, Grout R, Embi P. The Indiana Learning Health System Initiative: Early experience developing a collaborative, regional learning health system. Learning Health Systems 2021;5(3) View
  11. Sarakbi D, Mensah-Abrampah N, Kleine-Bingham M, Syed S. Aiming for quality: a global compass for national learning systems. Health Research Policy and Systems 2021;19(1) View
  12. Bannay A, Bories M, Le Corre P, Riou C, Lemordant P, Van Hille P, Chazard E, Dode X, Cuggia M, Bouzillé G. Leveraging National Claims and Hospital Big Data: Cohort Study on a Statin-Drug Interaction Use Case. JMIR Medical Informatics 2021;9(12):e29286 View
  13. Hek K, Rolfes L, van Puijenbroek E, Flinterman L, Vorstenbosch S, van Dijk L, Verheij R. Electronic Health Record–Triggered Research Infrastructure Combining Real-world Electronic Health Record Data and Patient-Reported Outcomes to Detect Benefits, Risks, and Impact of Medication: Development Study. JMIR Medical Informatics 2022;10(3):e33250 View
  14. Ramerman L, Hek K, Cramer- van der Welle C, Simons-Winters E, Middelweerd A, Lambooij A, Verheij R. Incentivizing appropriate prescribing in primary care: Development and first results of an electronic health record-based pay-for-performance scheme. Health Policy 2022;126(10):1010 View
  15. Wood B, Attema G, Ross B, Cameron E. A conceptual framework to describe and evaluate a socially accountable learning health system: Development and application in a northern, rural, and remote setting. The International Journal of Health Planning and Management 2022;37(S1):59 View
  16. Ellis L, Sarkies M, Churruca K, Dammery G, Meulenbroeks I, Smith C, Pomare C, Mahmoud Z, Zurynski Y, Braithwaite J. The Science of Learning Health Systems: Scoping Review of Empirical Research. JMIR Medical Informatics 2022;10(2):e34907 View
  17. Brown S, Hudson C, Hamid A, Berman G, Echefu G, Lee K, Lamberg M, Olson J. The pursuit of health equity in digital transformation, health informatics, and the cardiovascular learning healthcare system. American Heart Journal Plus: Cardiology Research and Practice 2022;17:100160 View
  18. Keswani A, Licht B, Urman R. Frameworks for value-based care in the nonoperating room setting. Current Opinion in Anaesthesiology 2022;35(4):508 View
  19. Tolppa T, Pari V, Pell C, Aryal D, Hashmi M, Shamal Ghalib M, Jawad I, Tripathy S, Tirupakuzhi Vijayaraghavan B, Beane A, Dondorp A, Haniffa R. Determinants of Implementation of a Critical Care Registry in Asia: Lessons From a Qualitative Study. Journal of Medical Internet Research 2023;25:e41028 View
  20. Norton W, Kennedy A, Mittman B, Parry G, Srinivasan S, Tonorezos E, Vanderpool R, Jacobsen P. Advancing rapid cycle research in cancer care delivery: a National Cancer Institute workshop report. JNCI: Journal of the National Cancer Institute 2023;115(5):498 View
  21. Coulter-Thompson E, Matthews D, Applegate J, Broder-Fingert S, Dubé K. Health Care Bias and Discrimination Experienced by Lesbian, Gay, Bisexual, Transgender, and Queer Parents of Children With Developmental Disabilities: A Qualitative Inquiry in the United States. Journal of Pediatric Health Care 2023;37(1):5 View
  22. Christophers L, Torok Z, Cornall C, Henn A, Hudson C, Whyte T, Stokes D, Carroll A. Conceptualising learning healthcare systems and organisations in the context of rehabilitation: a scoping review protocol. HRB Open Research 2022;5:65 View
  23. Ellis L, Long J, Pomare C, Mahmoud Z, Lake R, Dammery G, Braithwaite J. Mapping continuous learning using social network research: a social network study of Australian Genomics as a Learning Health System. BMJ Open 2022;12(10):e064663 View
  24. Lim H, Austin J, van der Vegt A, Rahimi A, Canfell O, Mifsud J, Pole J, Barras M, Hodgson T, Shrapnel S, Sullivan C. Toward a Learning Health Care System: A Systematic Review and Evidence-Based Conceptual Framework for Implementation of Clinical Analytics in a Digital Hospital. Applied Clinical Informatics 2022;13(02):339 View
  25. Dushyanthen S, Perrier M, Chapman W, Layton M, Lyons K. Fostering the use of Learning Health Systems through a fellowship program for interprofessional clinicians. Learning Health Systems 2022;6(4) View
  26. Keim‐Malpass J, Moorman L, Monfredi O, Clark M, Bourque J. Beyond prediction: Off‐target uses of artificial intelligence‐based predictive analytics in a learning health system. Learning Health Systems 2023;7(1) View
  27. Wieland-Jorna Y, Verheij R, Francke A, Tomassen M, Houtzager M, Joling K, Oosterveld-Vlug M. Setting up a Governance Framework for Secondary Use of Routine Health Data in Nursing Homes: Development Study Using Qualitative Interviews. Journal of Medical Internet Research 2023;25:e38929 View
  28. Polancich S, Patrician P, Miltner R, Meese K, Armstrong A, Layton S, Vander Noot R, Poe T, Hall A. Reducing hospital acquired pressure injury in a learning health center: Making the case for quality. Learning Health Systems 2023;7(3) View
  29. Reid R, Greene S. Gathering speed and countering tensions in the rapid learning health system. Learning Health Systems 2023;7(3) View
  30. Kamel Rahimi A, Canfell O, Chan W, Sly B, Pole J, Sullivan C, Shrapnel S. Machine learning models for diabetes management in acute care using electronic medical records: A systematic review. International Journal of Medical Informatics 2022;162:104758 View
  31. Bailie J, Peiris D, Cunningham F, Laycock A, Bailie R, Matthews V, Conte K, Bainbridge R, Passey M, Abimbola S. Utility of the AHRQ Learning Collaboratives Taxonomy for Analyzing Innovations from an Australian Collaborative. The Joint Commission Journal on Quality and Patient Safety 2021;47(11):711 View
  32. Colldén C, Hellström A. From “Invented here” to “Use it everywhere!”: A Learning health system from bottom and/or top?. Learning Health Systems 2022;6(3) View
  33. Blair L, Vergales J, Peregoy L, Seegal H, Keim‐Malpass J. Acceptability of an interstage home monitoring mobile application for caregivers of children with single ventricle physiology: Toward technology‐integrated family management. Journal for Specialists in Pediatric Nursing 2022;27(3) View
  34. Gremyr A, Andersson Gäre B, Thor J, Elwyn G, Batalden P, Andersson A. The role of co-production in Learning Health Systems. International Journal for Quality in Health Care 2021;33(Supplement_2):ii26 View
  35. Cassidy C, Sim M, Somerville M, Crowther D, Sinclair D, Elliott Rose A, Burgess S, Best S, Curran J, Douthit B. Using a learning health system framework to examine COVID-19 pandemic planning and response at a Canadian Health Centre. PLOS ONE 2022;17(9):e0273149 View
  36. Essay A, Schlechter C, Mershon C, Fial A, Ellison J, Rosenkranz R, Dzewaltowski D. A scoping review of whole-of-community interventions on six modifiable cancer prevention risk factors in youth: A systems typology. Preventive Medicine 2021;153:106769 View
  37. Anderson J, Mugavero M, Ivankova N, Reamey R, Varley A, Samuel S, Cherrington A. Adapting an Interdisciplinary Learning Health System Framework for Academic Health Centers: A Scoping Review. Academic Medicine 2022;97(10):1564 View
  38. Somerville M, Cassidy C, Curran J, Rothfus M, Sinclair D, Elliott Rose A. What implementation strategies and outcome measures are used to transform healthcare organizations into learning health systems? A mixed-methods review protocol. Health Research Policy and Systems 2022;20(1) View
  39. Harrison M, Borsky A. How alignment between health systems and their embedded research units contributes to system learning. Healthcare 2023;11(2):100688 View
  40. Cadilhac D, Bravata D, Bettger J, Mikulik R, Norrving B, Uvere E, Owolabi M, Ranta A, Kilkenny M. Stroke Learning Health Systems: A Topical Narrative Review With Case Examples. Stroke 2023;54(4):1148 View
  41. Marks B, Mungmode A, Neyman A, Levin L, Rioles N, Eng D, Lee J, Basina M, Hawah-Jones N, Mann E, O’Malley G, Wilkes M, Steenkamp D, Aleppo G, Accacha S, Ebekozien O. Baseline Quality Improvement Capacity of 33 Endocrinology Centers Participating in the T1D Exchange Quality Improvement Collaborative. Clinical Diabetes 2023;41(1):35 View
  42. Woods L, Janssen A, Robertson S, Morgan C, Butler-Henderson K, Burton-Jones A, Sullivan C. The typing is on the wall: Australia’s healthcare future needs a digitally capable workforce. Australian Health Review 2023;47(5):553 View
  43. van der Heide I, Francke A, Döpp C, Heins M, van Hout H, Verheij R, Joling K. Lessons learned from the development of a national registry on dementia care and support based on linked national health and administrative data. Learning Health Systems 2024;8(2) View
  44. Potter T, Pratap S, Nicolas J, Khan O, Pan A, Bako A, Hsu E, Johnson C, Jefferson I, Adegbindin S, Baig E, Kelly H, Jones S, Britz G, Tannous J, Vahidy F. A Neuro-Informatics Pipeline for Cerebrovascular Disease: Research Registry Development. JMIR Formative Research 2023;7:e40639 View
  45. Christophers L, Torok Z, Cornall C, Henn A, Hudson C, Whyte T, Stokes D, Carroll A. Learning healthcare systems and rehabilitation: a scoping review protocol. HRB Open Research 2023;5:65 View
  46. Rice E, Mashford‐Pringle A, Qiang J, Henderson L, MacLean T, Rhoden J, Simms A, Stutz S. Frameworks, guidelines, and tools to develop a learning health system for Indigenous health: An environmental scan for Canada. Learning Health Systems 2024;8(1) View
  47. Gartner J, Benharbit B, Layani G, Sasseville M, Lemaire C, Bergeron F, Wilhelmy C, Menear M, Côté A. Implementation model for a national learning health system (IMPLEMENT-National LHS): a concept analysis and systematic review protocol. BMJ Open 2023;13(10):e073767 View
  48. Welch L, Brewer S, Schleyer T, Daudelin D, Paranal R, Hunt J, Dozier A, Perry A, Cabrera A, Gatto C. Learning health system benefits: Development and initial validation of a framework. Learning Health Systems 2024;8(1) View
  49. Hodgins M, Samir N, Woolfenden S, Hu N, Schneuer F, Nassar N, Lingam R. Alpha NSW: What would it take to create a state-wide paediatric population-level learning health system?. Health Information Management Journal 2024;53(3):217 View
  50. Leviton A, Loddenkemper T. Design, implementation, and inferential issues associated with clinical trials that rely on data in electronic medical records: a narrative review. BMC Medical Research Methodology 2023;23(1) View
  51. Somerville M, Cassidy C, Curran J, Johnson C, Sinclair D, Elliott Rose A. Implementation strategies and outcome measures for advancing learning health systems: a mixed methods systematic review. Health Research Policy and Systems 2023;21(1) View
  52. van Velzen M, de Graaf-Waar H, Ubert T, van der Willigen R, Muilwijk L, Schmitt M, Scheper M, van Meeteren N. 21st century (clinical) decision support in nursing and allied healthcare. Developing a learning health system: a reasoned design of a theoretical framework. BMC Medical Informatics and Decision Making 2023;23(1) View
  53. Woolf B, Vinson A. Cultural health capital and patient partner recruitment into healthcare improvement work. Social Science & Medicine 2024;341:116500 View
  54. Foran D, Chen W, Kurc T, Gupta R, Kaczmarzyk J, Torre-Healy L, Bremer E, Ajjarapu S, Do N, Harris G, Stroup A, Durbin E, Saltz J. An Intelligent Search & Retrieval System (IRIS) and Clinical and Research Repository for Decision Support Based on Machine Learning and Joint Kernel-based Supervised Hashing. Cancer Informatics 2024;23 View
  55. Dimitropoulos G, Lindenbach D, Potestio M, Mogan T, Richardson A, Anderson A, Heintz M, Moskovic K, Gondziola J, Bradley J, LaMonica H, Iorfino F, Hickie I, Patten S, Arnold P. Using a Rapid Learning Health System for Stratified Care in Emerging Adult Mental Health Services: Protocol for the Implementation of Patient-Reported Outcome Measures. JMIR Research Protocols 2024;13:e51667 View
  56. Maggio L, Villalba K, German D, Kanter S, Collard H. Defining the Learning Health Care System: An International Health System Leadership Perspective. Academic Medicine 2024;99(2):215 View
  57. Krishnamoorthy V, Harris R, Chowdhury A, Bedoya A, Bartz R, Raghunathan K. Building Learning Healthcare Systems for Critical Care Medicine. Anesthesiology 2024;140(4):817 View
  58. Lee J, Tyler A, Veinot T, Yakel E. Now Is the Time to Strengthen Government-Academic Data Infrastructures to Jump-Start Future Public Health Crisis Response. JMIR Public Health and Surveillance 2024;10:e51880 View
  59. Aziz Butt S, Naseer M, Ali A, Khalid A, Jamal T, Naz S. Remote mobile health monitoring frameworks and mobile applications: Taxonomy, open challenges, motivation, and recommendations. Engineering Applications of Artificial Intelligence 2024;133:108233 View
  60. Reid R, Wodchis W, Kuluski K, Lee-Foon N, Lavis J, Rosella L, Desveaux L. Actioning the Learning Health System: An applied framework for integrating research into health systems. SSM - Health Systems 2024;2:100010 View
  61. Smith C, Fisher G, Dharmayani P, Wijekulasuriya S, Ellis L, Spanos S, Dammery G, Zurynski Y, Braithwaite J. Progress with the Learning Health System 2.0: a rapid review of Learning Health Systems’ responses to pandemics and climate change. BMC Medicine 2024;22(1) View
  62. McGinty E, Alegria M, Beidas R, Braithwaite J, Kola L, Leslie D, Moise N, Mueller B, Pincus H, Shidhaye R, Simon K, Singer S, Stuart E, Eisenberg M. The Lancet Psychiatry Commission: transforming mental health implementation research. The Lancet Psychiatry 2024;11(5):368 View
  63. Kogan J, Eichner J, Simhan H, Dalton E, Jutca A, Quinn B, Chaney J, Patterson A, Keyser D. Leveraging data to support health equity in an integrated delivery and finance system. Learning Health Systems 2024;8(S1) View
  64. Cooper D, Karten J, Hoffe S, King D, Weiss M, DePeralta D, Coveler A, Hingorani S, Shefter T, Meguid C, Roberts H, Hong T, Narang A, Hacker‐Prietz A, Fisher G, Sandler J, Singer L, Korah B, Hoos W, Stricker C, Herman J. The power of personas: Exploring an innovative model for understanding stakeholder perspectives in an oncology learning health network. Learning Health Systems 2024 View
  65. Sisk B, Antes A, Lin S, Nong P, DuBois J. Validating a novel measure for assessing patient openness and concerns about using artificial intelligence in healthcare. Learning Health Systems 2024 View
  66. Kamel Rahimi A, Pienaar O, Ghadimi M, Canfell O, Pole J, Shrapnel S, van der Vegt A, Sullivan C. Implementing AI in Hospitals to Achieve a Learning Health System: Systematic Review of Current Enablers and Barriers. Journal of Medical Internet Research 2024;26:e49655 View
  67. Arslan I, Verheij R, Hek K, Ramerman L. Lessons learned from a pay-for-performance scheme for appropriate prescribing using electronic health records from general practices in the Netherlands. Health Policy 2024;149:105148 View
  68. Forrester B, Fisher G, Ellis L, Giddy A, Smith C, Zurynski Y, Sanci L, Graham K, White N, Braithwaite J. Moving from crisis response to a learning health system: Experiences from an Australian regional primary care network. Learning Health Systems 2024 View
  69. MacNeil M, Tagami A, Sheffield P, Ramsden V, Barker J, Boyle J, Cruickshank C, Frymire E, Glazier R, Hill A, Green M, Huang M, Jurriaans M, Leid C, McCallum M, Precious S, Stans J, Vizza J, Walz M, Wilkins S, Ganann R. Am I attached? A patient-partnered approach to creating infographics about attachment to primary care in Ontario, Canada. Research Involvement and Engagement 2024;10(1) View
  70. Lundsten S, Jacobsson M, Rydén P, Mattsson L, Lindgren L, Schirle L. Using AI to Predict Patients’ Length of Stay: PACU Staff’s Needs and Expectations for Developing and Implementing an AI System. Journal of Nursing Management 2024;2024(1) View
  71. Vanderhout S, Bird M, Giannarakos A, Panesar B, Whitmore C. Evaluation Methods, Indicators, and Outcomes in Learning Health Systems: Protocol for a Jurisdictional Scan. JMIR Research Protocols 2024;13:e57929 View

Books/Policy Documents

  1. Øvretveit J. Responding to the Grand Challenges in Health Care via Organizational Innovation. View
  2. Oniki T, Rocha R, Lau L, Sottara D, Huff S. Clinical Decision Support and Beyond. View
  3. Butt S, Ali A, Khalid A, Shaheen Q, Ariza-Colpas P, Shiraz M. Computational Intelligence for Medical Internet of Things (MIoT) Applications. View
  4. Embi P, Richesson R. Clinical Research Informatics. View