Related Experiment Video
Updated: Feb 4, 2026

Author Spotlight: Workflow for Integrating POCUS Data into EHR for Managing Heart Failure Patients
Published on: July 12, 2024
Hidden Structure of Care Coordination in Heart Failure Care Transitions: A Mixed-Method Network Analysis of Clinical
Sijia Wei1, Eleanor S McConnell2, Kirsten N Corazzini3
1Duke University School of Nursing, Durham, North Carolina; Department of Surgery, Northwestern University Feinberg School of Medicine, Chicago, Illinois; Center for Science of Science and Innovation, Northwestern University Kellogg School of Management, Evanston, Illinois.
Introduction:
Patients with heart failure, especially those with lower socioeconomic position, are vulnerable to adverse outcomes of care fragmentation. Care coordination mitigates care fragmentation; however, a comprehensive assessment of relationships among all relevant clinicians that enable it is lacking. This explanatory sequential mixed-methods study explores how patients' clinician network characteristics relate to their social context and clinical outcomes following heart failure care transitions.
Methods:
We conducted a bipartite social network analysis to describe clinician networks for 1269 patients first hospitalized with heart failure in a southeastern US health system. Networks were constructed using electronic health record notes 1 year before, during, and 1 year after the index hospitalization (January 2015-February 2020). We then used stratified purposive sampling to select 11 adults with diverse socioeconomic positions but similar illness severity and comorbidity. For these patients, we conducted qualitative chart reviews of their clinical notes. Each patient's clinician network size, density, and centrality were integrated with qualitative findings to explore clinician networks' relationship to patients' social context and outcomes.
Results:
Patients with higher socioeconomic positions used fewer acute care services and lived longer. Their clinicians, particularly outpatient clinicians, tended to have denser and more centrally located team networks before the index hospitalization that persisted after the index hospitalization. Their telephone notes indicated more regular and reciprocal communication patterns between patients and clinicians.
Conclusions:
Early involvement and better communication among clinician networks with greater density and centrality may help to explain better care transition outcomes observed among patients with higher socioeconomic positions.
More Related Videos
Related Concept Videos
Heart Failure III: Clinical Manifestations
Interdisciplinary Care: The Health Care Team-I
Physicians
The physician's primary responsibility is to diagnose illness and direct the medical or surgical treatment of the condition. The authority to admit patients to a healthcare agency or institution and practice care within that setting is granted to physicians by the healthcare agency or institution...
Interdisciplinary Care: The Health Care Team-II
Physical Therapist
A physical therapist (PT) aims to restore function or prevent additional impairment in a patient following an injury or disease. Massage, heat, cold, water, sonar waves, exercises, and electrical stimulation are some treatments used by PTs to treat...
Continuing Care
Standards of Care I
Ostomy Care
An ostomy is a surgical procedure that creates an artificial opening from the intestines to the outside of the body, allowing for the rerouting of effluent. This opening is known as a stoma. A stoma usually protrudes above the skin surface, appearing pink or red, moist, and round, and it lacks nerve sensations.
There are different types of ostomies, including colostomies, ileostomies, and urostomies:

