Related Experiment Video
Updated: Jan 28, 2026

Point-of-Care Ultrasound: A Review of Ultrasound Parameters for Predicting Difficult Airways
Published on: April 7, 2023
Ten-year trajectories of health care utilization by Manitobans with MS predict nursing home entry
Marcia Finlayson1, Okechukwu Ekuma1, Greg Finlayson1
1School of Rehabilitation Therapy (MF), Queen's University, Kingston; Manitoba Centre for Health Policy (OE), Department of Community Health Sciences (DJ, RAM), and Department of Internal Medicine (RAM), Max Rady College of Medicine, Rady Faculty of Health Sciences, Winnipeg; and Impact Economic Consultants (GF), Caledon, Canada.
Background:
Nursing home (NH) care is expensive and restrictive. Understanding trajectories to NH entry among people with multiple sclerosis (MS) could facilitate monitoring and early risk identification. We investigated 10-year trajectories of health care use in matched cohorts of people with MS who did and did not enter NH, the characteristics associated with trajectory group membership, and whether group membership predicted NH entry.
Methods:
We used population-based administrative (health claims) data from Manitoba, Canada, to identify 226 NH entrants with MS between January 2005 and December 2012 and 896 age-, sex- and geographically matched non-NH entrants with MS. Using semiparametric group-based trajectory approaches, we described trajectories for 5 measures of health care utilization: physician visits, medications, hospital days and their intensity, and home care days. Using multivariable logistic models, we determined whether membership in a trajectory group predicted NH entry.
Results:
Mean (SD) age at MS diagnosis was 48.35 (13.25) years for NH entrants and 44.91 (11.58) for nonentrants. Most patients were female (NH entrant, 64%; nonentrant, 61%). Over the study period, trajectories for physician visits and medication use were relatively stable, while trajectories for hospital days and home care increased. High use trajectories for hospital days and medication use were associated with NH entry, while higher use of ambulatory physician visits was associated with a 40%-60% lower risk of NH entry.
Conclusion:
Complex patterns of service use and underlying need contribute to NH entry among people with MS. An increasing number of hospital days is strongly associated with NH entry.
Related Concept Videos
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...
Traditional Level Of Health Care System
The preventive healthcare service includes tests for screening. Preventive health care services include identifying and reducing disease risk...
Planning Nursing Care I
Introduction To Health Care Delivery System
The Institute of Medicine (IOM) advocates for a patient-centered, effective, safe, timely, equitable, and effective healthcare system. The National Priorities...
Planning Nursing Care II

