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Association Of Fall-Related Injuries And Different Diagnoses In Older Adults Of Ontario: A Machine Learning Approach, Sorour Rostampour

Electronic Thesis and Dissertation Repository

Falls are the leading cause of injury-related hospitalizations among older adults in Canada. This study aimed to identify the most informative diagnostic categories associated with fall-related injuries (FRIs) using three machine learning algorithms: decision tree, random forest, and extreme gradient boosting tree (XGBoost). Secondary data from two Ontario health administrative databases (NACRS, DAD) covering the period 2006-2015 were analyzed. Older adults (aged ≥ 65 years) who sought treatment for FRIs in emergency departments (ED) or hospitals, as indicated by Canadian version of the 10th revision of the International Statistical Classification of Diseases and Related Health Problems (ICD-10-CA) codes for falls …

Exploring Family-Centered Care From The Perspectives Of Home-Health Physical Therapists, James Mathews

Internet Journal of Allied Health Sciences and Practice

Background and Purpose: Older adults often need caregivers to help them age in place successfully while maximizing their quality of life. These caregivers have the highest rates of burnout, injury, and turnover. Family-centered care (FCC) involves collaboration between the healthcare practitioner and the patient, family members, and caregivers. There is a paucity of evidence on how FCC is applied to older adults and their caregivers. The purpose of this general qualitative study was to explore how a group of home health physical therapists (HHPTS) deliver FCC to care-dependent older adults.

Methods: This general qualitative study used individual, semi-structured interviews with …