Literature DB >> 29025116

Applications of network analysis to routinely collected health care data: a systematic review.

Jason Cory Brunson1, Reinhard C Laubenbacher1.   

Abstract

Objective: To survey network analyses of datasets collected in the course of routine operations in health care settings and identify driving questions, methods, needs, and potential for future research. Materials and
Methods: A search strategy was designed to find studies that applied network analysis to routinely collected health care datasets and was adapted to 3 bibliographic databases. The results were grouped according to a thematic analysis of their settings, objectives, data, and methods. Each group received a methodological synthesis.
Results: The search found 189 distinct studies reported before August 2016. We manually partitioned the sample into 4 groups, which investigated institutional exchange, physician collaboration, clinical co-occurrence, and workplace interaction networks. Several robust and ongoing research programs were discerned within (and sometimes across) the groups. Little interaction was observed between these programs, despite conceptual and methodological similarities. Discussion: We use the literature sample to inform a discussion of good practice at this methodological interface, including the concordance of motivations, study design, data, and tools and the validation and standardization of techniques. We then highlight instances of positive feedback between methodological development and knowledge domains and assess the overall cohesion of the sample.
© The Author, 2017. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For Permissions, please email: journals.permissions@oup.com

Keywords:  EHR; administrative data; graph theory; network analysis; secondary use

Mesh:

Year:  2018        PMID: 29025116      PMCID: PMC6664849          DOI: 10.1093/jamia/ocx052

Source DB:  PubMed          Journal:  J Am Med Inform Assoc        ISSN: 1067-5027            Impact factor:   4.497


  20 in total

1.  Using Wayfinding Data to Understand Patient Travel Within a Medical Center.

Authors:  Alex C Cheng; Jules White
Journal:  AMIA Annu Symp Proc       Date:  2018-12-05

2.  Data-driven modeling of diabetes care teams using social network analysis.

Authors:  Mina Ostovari; Charlotte-Joy Steele-Morris; Paul M Griffin; Denny Yu
Journal:  J Am Med Inform Assoc       Date:  2019-10-01       Impact factor: 4.497

3.  Characterizing communication patterns among members of the clinical care team to deliver breast cancer treatment.

Authors:  Bryan D Steitz; Kim M Unertl; Mia A Levy
Journal:  J Am Med Inform Assoc       Date:  2020-02-01       Impact factor: 4.497

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

Authors:  Yoonyoung Park; Panagiotis D Karampourniotis; Issa Sylla; Gigi Yuen-Reed; Amar K Das
Journal:  AMIA Annu Symp Proc       Date:  2022-05-23

5.  Using network analysis to model the effects of the SARS Cov2 pandemic on acute patient care within a healthcare system.

Authors:  Katharina Kohler; Matthew D Jankowski; Tom Bashford; Deepi G Goyal; Elizabeth B Habermann; Laura E Walker
Journal:  Sci Rep       Date:  2022-06-16       Impact factor: 4.996

6.  Association networks in a matched case-control design - Co-occurrence patterns of preexisting chronic medical conditions in patients with major depression versus their matched controls.

Authors:  Min-Hyung Kim; Samprit Banerjee; Yize Zhao; Fei Wang; Yiye Zhang; Yongjun Zhu; Joseph DeFerio; Lauren Evans; Sang Min Park; Jyotishman Pathak
Journal:  J Biomed Inform       Date:  2018-10-06       Impact factor: 6.317

7.  The association of insurance plan characteristics with physician patient-sharing network structure.

Authors:  Kimberley H Geissler; Benjamin Lubin; Keith M Marzilli Ericson
Journal:  Int J Health Econ Manag       Date:  2021-02-26

8.  Dispersion in the hospital network of shared patients is associated with less efficient care.

Authors:  Jordan Everson; Julia R Adler-Milstein; John M Hollingsworth; Shoou-Yih D Lee
Journal:  Health Care Manage Rev       Date:  2022 Apr-Jun 01

9.  A Network Approach for the Study of Drug Prescriptions: Analysis of Administrative Records from a Local Health Unit (ASL TO4, Regione Piemonte, Italy).

Authors:  Gianluca Miglio; Lara Basso; Lucrezia G Armando; Sara Traina; Elisa Benetti; Abdoulaye Diarassouba; Raffaella Baroetto Parisi; Mariangela Esiliato; Cristina Rolando; Elisa Remani; Clara Cena
Journal:  Int J Environ Res Public Health       Date:  2021-05-02       Impact factor: 3.390

10.  Empirically identified networks of healthcare providers for adults with mental illness.

Authors:  Joshua Breslau; Beth Dana; Harold Pincus; Marcela Horvitz-Lennon; Luke Matthews
Journal:  BMC Health Serv Res       Date:  2021-08-06       Impact factor: 2.655

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