Evidence map›Paper›PMID 26371267›Full record

ArticleAnnals of family medicine2015

A participatory model of the paradox of primary care.

Laura Homa, Johnie Rose, Peter S Hovmand, Sarah T Cherng, Rick L Riolo, Alison Kraus, Anindita Biswas, Kelly Burgess, Heide Aungst, Kurt C Stange and 15 more

Registry-linked trialOpen access · diamondAbstract read
In one paragraph

Article in Annals of family medicine, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03786315 (Exploring 'VOLITION' in Context - a Study to Inform the Implementation of a New Intervention), which is not on this map. Cited by 23 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
23citing papers in PubMed, 3 pooled it
8.5field-weighted citation impact, top 2% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT03786315 completednot on this mapstarted 2021, after this paper: background citation

Exploring 'VOLITION' in Context - a Study to Inform the Implementation of a New Intervention

TypeobservationalSponsorUniversity of ExeterRan2021 to 2022Enrolled72ConditionsDecision Making, Aged, Multimorbidity, General Practice
3 · Its place in the literature

Who cites it

23 citing papers in PubMed, 3 syntheses or guidelines pooled it, 52 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Observer: creation of a novel multimodal dataset for outpatient care research.Journal of the American Medical Informatics Association : JAMIA · 2026
    Article
  5. Observer: Creation of a Novel Multimodal Dataset for Outpatient Care Research.medRxiv : the preprint server for health sciences · 2025
    Article
  6. Simulated retail food environments: A literature review of systems science approaches to advance equity in access to healthy diets.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025
    Review
  7. Article
  8. Article
  9. Population health in primary care.Frontiers in medicine · 2024
    Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Physical Distancing With Social Connectedness.Annals of family medicine · 2020
    Article
  16. Article
  17. Article
  18. Participatory model building for suicide prevention in Canada.International journal of mental health systems · 2020
    Article
  19. Article
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

25 authors at 6 institutions in 1 country.

Laura HomaDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Johnie RoseDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Peter S HovmandDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Sarah T CherngDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Rick L RioloDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Alison KrausDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Anindita BiswasDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Kelly BurgessDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Heide AungstDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Kurt C StangeDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger). kcs@case.edu.
Kalanthe BrownDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Margaret Brooks-TerryDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Ellen DecDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Brigid JacksonDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Jules GilliamDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
George E KikanoDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Ann ReichsmanDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Debbie SchaadtDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Jamie HilferDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Christine TicknorDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Carl V TylerDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Anna Van der MeulenDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Heather WaysDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Richard F WeinbergerDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
Christine WilliamsDepartment of Family Medicine and Community Health, Case Western Reserve University, Cleveland, Ohio (Homa, Rose, Biswas, Burgess, Aungst, Stange); System Dynamics Design Laboratory, George Warren Brown School of Social Work, Washington University, St Louis, Missouri (Hovmand, Kraus); Center for the Study of Complex Systems, University of Michigan, Ann Arbor, Michigan (Riolo); Cleveland, Ohio (Brown, Dec, Gilliam, Schaadt, Hilfer, Van der Meulen); Case Western Reserve University, Cleveland, Ohio (Brooks-Terrry, Ticknor); Metro-Health System, Cleveland, Ohio (Jackson); College of Medicine, Central Michigan University, Mount Pleasant, Michigan (Kikano); Neighborhood Family Practice, Cleveland, Ohio (Reichsman, Ways, Williams); Cleveland Clinic, Cleveland, Ohio (Tyler); Weinberger & Vizy, LLC (Weinberger).
MetroHealth · USCase Western Reserve University · USCentral Michigan University · USNeighborhood House · USUniversity of Michigan–Ann Arbor · USCleveland Clinic · US

Funding

Clinical and Translational Science Collaborative of ClevelandUL1TR000439 · NCATS · CASE WESTERN RESERVE UNIVERSITY · PI KONSTAN, MICHAEL W. · 2012 to 2016
$50.0M
NCATS NIH HHS UL1 TR000439NCATS NIH HHS UL1TR000439
6 · The paper itself

Abstract

purposeThe paradox of primary care is the observation that primary care is associated with apparently low levels of evidence-based care for individual diseases, but systems based on primary care have healthier populations, use fewer resources, and have less health inequality. The purpose of this article is to explore, from a complex systems perspective, mechanisms that might account for the effects of primary care beyond disease-specific care.

methodsIn an 8-session, participatory group model-building process, patient, caregiver, and primary care clinician community stakeholders worked with academic investigators to develop and refine an agent-based computer simulation model to test hypotheses about mechanisms by which features of primary care could affect health and health equity.

resultsIn the resulting model, patients are at risk for acute illness, acute life-changing illness, chronic illness, and mental illness. Patients have changeable health behaviors and care-seeking tendencies that relate to their living in advantaged or disadvantaged neighborhoods. There are 2 types of care available to patients: primary and specialty. Primary care in the model is less effective than specialty care in treating single diseases, but it has the ability to treat multiple diseases at once. Primary care also can provide disease prevention visits, help patients improve their health behaviors, refer to specialty care, and develop relationships with patients that cause them to lower their threshold for seeking care. In a model run with primary care features turned off, primary care patients have poorer health. In a model run with all primary care features turned on, their conjoint effect leads to better population health for patients who seek primary care, with the primary care effect being particularly pronounced for patients who are disadvantaged and patients with multiple chronic conditions. Primary care leads to more total health care visits that are due to more disease prevention visits, but there are reduced illness visits among people in disadvantaged neighborhoods. Supplemental appendices provide a working version of the model and worksheets that allow readers to run their own experiments that vary model parameters.

conclusionThis simulation model provides insights into possible mechanisms for the paradox of primary care and shows how participatory group model building can be used to evaluate hypotheses about the behavior of such complex systems as primary health care and population health.

Indexed as

Computer SimulationDecision Support TechniquesModels, EconomicModels, StatisticalPatient Acceptance of Health CareFemaleHealth BehaviorHealth Status DisparitiesHumansMalePrimary Health CareSocioeconomic Factorsdecision modelingeconomic modelsstatistical models

Identifiers

PMID26371267
PMCPMC4569454
OpenAlexW2111256677

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.