Literature DB >> 33663508

Learning health systems using data to drive healthcare improvement and impact: a systematic review.

Joanne Enticott1,2, Alison Johnson3, Helena Teede4,5.   

Abstract

BACKGROUND: The transition to electronic health records offers the potential for big data to drive the next frontier in healthcare improvement. Yet there are multiple barriers to harnessing the power of data. The Learning Health System (LHS) has emerged as a model to overcome these barriers, yet there remains limited evidence of impact on delivery or outcomes of healthcare.
OBJECTIVE: To gather evidence on the effects of LHS data hubs or aligned models that use data to deliver healthcare improvement and impact. Any reported impact on the process, delivery or outcomes of healthcare was captured.
METHODS: Systematic review from CINAHL, EMBASE, MEDLINE, Medline in-process and Web of Science PubMed databases, using learning health system, data hub, data-driven, ehealth, informatics, collaborations, partnerships, and translation terms. English-language, peer-reviewed literature published between January 2014 and Sept 2019 was captured, supplemented by a grey literature search. Eligibility criteria included studies of LHS data hubs that reported research translation leading to health impact.
RESULTS: Overall, 1076 titles were identified, with 43 eligible studies, across 23 LHS environments. Most LHS environments were in the United States (n = 18) with others in Canada, UK, Sweden and Australia/NZ. Five (21.7%) produced medium-high level of evidence, which were peer-reviewed publications.
CONCLUSIONS: LHS environments are producing impact across multiple continents and settings.

Entities:  

Keywords:  Digital health; Health data hubs; Health services research; Learning health systems

Mesh:

Year:  2021        PMID: 33663508      PMCID: PMC7932903          DOI: 10.1186/s12913-021-06215-8

Source DB:  PubMed          Journal:  BMC Health Serv Res        ISSN: 1472-6963            Impact factor:   2.655


  57 in total

1.  The Swedish Rheumatology Quality Register: optimisation of rheumatic disease assessments using register-enriched data.

Authors:  J K Eriksson; J Askling; E V Arkema
Journal:  Clin Exp Rheumatol       Date:  2014-10-30       Impact factor: 4.473

Review 2.  The Learning Healthcare System: Where are we now? A systematic review.

Authors:  Andrius Budrionis; Johan Gustav Bellika
Journal:  J Biomed Inform       Date:  2016-09-28       Impact factor: 6.317

3.  Building a learning health system using clinical registers: a non-technical introduction.

Authors:  John Ovretveit; Eugene Nelson; Brent James
Journal:  J Health Organ Manag       Date:  2016-10-10

Review 4.  An overview of healthcare improvement: unpacking the complexity for clinicians and managers in a learning health system.

Authors:  Angela Melder; Tracy Robinson; Ian McLoughlin; Rick Iedema; Helena Teede
Journal:  Intern Med J       Date:  2020-10-02       Impact factor: 2.048

5.  Multicenter Implementation of a Treatment Bundle for Patients with Sepsis and Intermediate Lactate Values.

Authors:  Vincent X Liu; John W Morehouse; Gregory P Marelich; Jay Soule; Thomas Russell; Melinda Skeath; Carmen Adams; Gabriel J Escobar; Alan Whippy
Journal:  Am J Respir Crit Care Med       Date:  2016-06-01       Impact factor: 21.405

6.  Bringing PROMIS to practice: brief and precise symptom screening in ambulatory cancer care.

Authors:  Lynne I Wagner; Julian Schink; Michael Bass; Shalini Patel; Maria Varela Diaz; Nan Rothrock; Timothy Pearman; Richard Gershon; Frank J Penedo; Steven Rosen; David Cella
Journal:  Cancer       Date:  2014-11-06       Impact factor: 6.860

7.  Optum Labs: building a novel node in the learning health care system.

Authors:  Paul J Wallace; Nilay D Shah; Taylor Dennen; Paul A Bleicher; Paul D Bleicher; William H Crown
Journal:  Health Aff (Millwood)       Date:  2014-07       Impact factor: 6.301

8.  Implementing an institution-wide quality improvement policy to ensure appropriate use of continuous cardiac monitoring: a mixed-methods retrospective data analysis and direct observation study.

Authors:  Michael F Rayo; Jerry Mansfield; Daniel Eiferman; Traci Mignery; Susan White; Susan D Moffatt-Bruce
Journal:  BMJ Qual Saf       Date:  2015-11-13       Impact factor: 7.035

9.  The National Patient-Centered Clinical Research Network (PCORnet) Bariatric Study Cohort: Rationale, Methods, and Baseline Characteristics.

Authors:  Sengwee Toh; Laura J Rasmussen-Torvik; Emily E Harmata; Roy Pardee; Rosalinde Saizan; Elisha Malanga; Jessica L Sturtevant; Casie E Horgan; Jane Anau; Cheri D Janning; Robert D Wellman; R Yates Coley; Andrea J Cook; Anita P Courcoulas; Karen J Coleman; Neely A Williams; Kathleen M McTigue; David Arterburn; James McClay
Journal:  JMIR Res Protoc       Date:  2017-12-05

10.  The Learning Exchange, a Community Knowledge Commons for Learning Networks: Qualitative Evaluation to Test Acceptability, Feasibility, and Utility.

Authors:  Daniel McLinden; Sarah Myers; Michael Seid; Melida Busch; David Davis; John Murphy
Journal:  JMIR Form Res       Date:  2019-03-14
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  9 in total

1.  Evaluating clinician-led quality improvement initiatives: A system-wide embedded research partnership at Stanford Medicine.

Authors:  Stacie Vilendrer; Erika A Saliba-Gustafsson; Steven M Asch; Cati G Brown-Johnson; Samantha M R Kling; Jonathan G Shaw; Marcy Winget; David B Larson
Journal:  Learn Health Syst       Date:  2022-08-23

Review 2.  Choice and Partnership Approach to community mental health and addiction services: a realist-informed scoping review.

Authors:  Leslie Anne Campbell; Sharon E Clark; Jill Chorney; Debbie Emberly; Julie MacDonald; Adrian MacKenzie; Grace Warner; Lori Wozney
Journal:  BMJ Open       Date:  2022-10-19       Impact factor: 3.006

3.  A 360 degree mixed-methods evaluation of a specialized COVID-19 outpatient clinic and remote patient monitoring program.

Authors:  Stacie Vilendrer; Anna Lestoquoy; Maja Artandi; Linda Barman; Kendell Cannon; Donn W Garvert; Douglas Halket; Laura M Holdsworth; Sara Singer; Laura Vaughan; Marcy Winget
Journal:  BMC Prim Care       Date:  2022-06-13

4.  Applications of Clinical Informatics to Child Mental Health Care: a Call to Action to Bridge Practice and Training.

Authors:  Juliet Edgcomb; John Coverdale; Rashi Aggarwal; Anthony P S Guerrero; Adam M Brenner
Journal:  Acad Psychiatry       Date:  2022-02

Review 5.  The Science of Learning Health Systems: Scoping Review of Empirical Research.

Authors:  Louise A Ellis; Mitchell Sarkies; Kate Churruca; Genevieve Dammery; Isabelle Meulenbroeks; Carolynn L Smith; Chiara Pomare; Zeyad Mahmoud; Yvonne Zurynski; Jeffrey Braithwaite
Journal:  JMIR Med Inform       Date:  2022-02-23

6.  Experiences and expectation with the use of health data: a qualitative interview study in primary care.

Authors:  Kadri Suija; Laura Alexandra Mardo; Reet Laidoja; Siim Nahkur; Anu Parvelo; Ruth Kalda
Journal:  BMC Prim Care       Date:  2022-06-23

7.  Pivoting from systems "thinking" to systems "doing" in health systems-Documenting stakeholder perspectives from Southeast Asia.

Authors:  Siddharth Srivastava; Devaki Nambiar
Journal:  Front Public Health       Date:  2022-08-04

8.  What implementation strategies and outcome measures are used to transform healthcare organizations into learning health systems? A mixed-methods review protocol.

Authors:  Mari Somerville; Christine Cassidy; Janet Curran; Melissa Rothfus; Doug Sinclair; Annette Elliott Rose
Journal:  Health Res Policy Syst       Date:  2022-09-06

9.  Data sources for precision public health of obesity: a scoping review, evidence map and use case in Queensland, Australia.

Authors:  Oliver J Canfell; Kamila Davidson; Clair Sullivan; Elizabeth Eakin; Andrew Burton-Jones
Journal:  BMC Public Health       Date:  2022-03-24       Impact factor: 3.295

  9 in total

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