Related Experiment Video
Updated: Sep 4, 2025

Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Assessing the Association Between Network-based Provider Communities and Patient Mortality in the Medicare Population
Yoonyoung Park1, Panagiotis D Karampourniotis1, Issa Sylla1
1IBM Research, Cambridge MA.
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.
More Related Videos
Related Concept Videos
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
Kaplan-Meier Approach
Comparing the Survival Analysis of Two or More Groups
Peripheral Artery Disease III: Interprofessional Care
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Chronic Kidney Disease III: Interprofessional Care

