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Full-Text Articles in Medicine and Health Sciences

Association Of Fall-Related Injuries And Different Diagnoses In Older Adults Of Ontario: A Machine Learning Approach, Sorour Rostampour Sep 2023

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 Collaboration And Evidence-Based Practice In Speech-Language Pathology, Alyssa K. Kuiack Mar 2023

Exploring Collaboration And Evidence-Based Practice In Speech-Language Pathology, Alyssa K. Kuiack

Electronic Thesis and Dissertation Repository

Evidence-based practice refers to an integration between one’s clinical expertise developed through professional development and previous experience, the most current and valid scientific evidence and the unique needs of a particular clinical setting. Recently, there has been a growing expectation of speech-language pathologists to engage in the evidence-based practice process despite awareness that real-world implementation is a complex task. Implementation strategies may be helpful in moving complicated research findings into clinical practice, but there is little research examining the practical use of these strategies. The current dissertation examines how four different implementation strategies, explored through two case studies, can be …