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Full-Text Articles in Public Health
Association Of Fall-Related Injuries And Different Diagnoses In Older Adults Of Ontario: A Machine Learning Approach, Sorour Rostampour
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 …
Asset-Based Community Capacity Building: A Process For Expanding A Retirement Home Physical Activity Program, Charlotte W. Crombeen
Asset-Based Community Capacity Building: A Process For Expanding A Retirement Home Physical Activity Program, Charlotte W. Crombeen
Electronic Thesis and Dissertation Repository
The population is aging rapidly and physical inactivity and sedentary behaviour are on the rise, a trend noticed at a northern Ontario retirement home looking to improve the choices for, and attendance at, physical activities provided for residents. A community capacity building (CCB) approach using an asset-based, partnership methodology was utilized to create internal and external asset maps. These maps were used to inform potential partnerships within the community. Partnerships were recommended with a university, college, and two high schools, whose staff and students could help to implement new physical activities. Walking and gardening clubs were presented as examples that …