Literature DB >> 35854755

Assessing the Association Between Network-based Provider Communities and Patient Mortality in the Medicare Population with Multiple Chronic Conditions.

Yoonyoung Park1, Panagiotis D Karampourniotis1, Issa Sylla1, Gigi Yuen-Reed2, Amar K Das1.   

Abstract

Understanding the complexity of care delivery and care coordination for patients with multiple chronic conditions is challenging. Network analysis can model the relationship between providers and patients to find factors associated with patient mortality. We constructed a network by connecting the providers through shared patients, which was then partitioned into tightly connected communities using a community detection algorithm. After adjusting for patient characteristics, the odds ratio of death for one standard deviation increase in degree centrality ratio between primary care providers (PCPs) and non-PCPs was 0.95 (0.92-0.98). Our result suggest that the centrality of PCPs may be a modifiable factor for improving care delivery. We demonstrated that network analysis can be used to find higher order features associated with health outcomes in addition to patient-level features. ©2022 AMIA - All rights reserved.

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Mesh:

Year:  2022        PMID: 35854755      PMCID: PMC9285180     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  31 in total

1.  Finding community structure in very large networks.

Authors:  Aaron Clauset; M E J Newman; Cristopher Moore
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2004-12-06

2.  Patient-Sharing Networks of Physicians and Health Care Utilization and Spending Among Medicare Beneficiaries.

Authors:  Bruce E Landon; Nancy L Keating; Jukka-Pekka Onnela; Alan M Zaslavsky; Nicholas A Christakis; A James O'Malley
Journal:  JAMA Intern Med       Date:  2018-01-01       Impact factor: 21.873

3.  Provider collaboration: cohesion, constellations, and shared patients.

Authors:  Kenneth D Mandl; Karen L Olson; Daniel Mines; Chunfu Liu; Fang Tian
Journal:  J Gen Intern Med       Date:  2014-07-25       Impact factor: 5.128

4.  Geographic variation in statin use for complex acute myocardial infarction patients: evidence of effective care?

Authors:  John M Brooks; Elizabeth A Cook; Cole G Chapman; Puttarin Kulchaitanaroaj; Elizabeth A Chrischilles; Stephen Welch; Jennifer Robinson
Journal:  Med Care       Date:  2014-03       Impact factor: 2.983

5.  Behavioral Health's Integration Within a Care Network and Health Care Utilization.

Authors:  Chandler McClellan; Thomas J Flottemesch; Mir M Ali; Jenna Jones; Ryan Mutter; Andriana Hohlbauch; Daniel Whalen; Nils Nordstrom
Journal:  Health Serv Res       Date:  2018-05-30       Impact factor: 3.402

6.  Using administrative data to identify naturally occurring networks of physicians.

Authors:  Bruce E Landon; Jukka-Pekka Onnela; Nancy L Keating; Michael L Barnett; Sudeshna Paul; Alistair J O'Malley; Thomas Keegan; Nicholas A Christakis
Journal:  Med Care       Date:  2013-08       Impact factor: 2.983

7.  Physician patient-sharing networks and the cost and intensity of care in US hospitals.

Authors:  Michael L Barnett; Nicholas A Christakis; James O'Malley; Jukka-Pekka Onnela; Nancy L Keating; Bruce E Landon
Journal:  Med Care       Date:  2012-02       Impact factor: 2.983

8.  The Impact of Provider Networks on the Co-Prescriptions of Interacting Drugs: A Claims-Based Analysis.

Authors:  Mei-Sing Ong; Karen L Olson; Laura Chadwick; Chunfu Liu; Kenneth D Mandl
Journal:  Drug Saf       Date:  2017-03       Impact factor: 5.606

9.  Patient sharing among physicians and costs of care: a network analytic approach to care coordination using claims data.

Authors:  Craig Evan Pollack; Gary E Weissman; Klaus W Lemke; Peter S Hussey; Jonathan P Weiner
Journal:  J Gen Intern Med       Date:  2012-06-14       Impact factor: 5.128

10.  The association between patient sharing network structure and healthcare costs.

Authors:  Kimberley H Geissler; Benjamin Lubin; Keith M Marzilli Ericson
Journal:  PLoS One       Date:  2020-06-22       Impact factor: 3.240

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