[HTML][HTML] Using machine learning to standardize medication records in a pan-Canadian electronic medical record database: a data-driven algorithm study focused on …

…, N Drummond, A Pham, Z Aponte-Hao… - … Open Access Journal, 2023 - cmajopen.ca
Background: Most antibiotics dispensed by community pharmacies in Canada are prescribed
by family physicians, but using the prescribing information contained within primary care …

[PDF][PDF] Creating a Frailty Case Definition for Primary Care EMR Using Machine Learning

ZYS Aponte-Hao - 2021 - prism.ucalgary.ca
Background: Frailty is a geriatric syndrome characterized by increased vulnerability and
increased risk of adverse events. The Clinical Frailty Scale (CFS) is a judgement-based scale …

[HTML][HTML] Machine learning approaches for the frailty screening: a narrative review

E Oliosi, F Guede-Fernández, A Londral - International Journal of …, 2022 - mdpi.com
Aponte-Hao, in 2021, proposed to use ML algorithms to predict the CFS score based on
two-year electronic medical records (EMR). The CFS ranges from one to nine, with one having …

Application of machine learning in predicting frailty syndrome in patients with heart failure

R Szczepanowski, I Uchmanowicz… - … in clinical and …, 2024 - repository.uantwerpen.be
Prevention and diagnosis of frailty syndrome (FS) in patients with heart failure (HF) require
innovative systems to help medical personnel tailor and optimize their treatment and care. …

Comparison of logistic regression and machine learning methods for predicting depression risks among disabled elderly individuals: results from the China Health …

S Hong, B Lu, S Wang, Y Jiang - 2024 - researchsquare.com
Background Given the accelerated aging population in China, the number of disabled elderly
individuals is increasing, depression has been a common mental disorder among older …

Developing Artificial Intelligence and Machine Learning to Support Primary Care Research and Practice

JK Kueper - 2022 - search.proquest.com
This thesis was motivated by the potential to use" everyday data", especially that collected in
electronic health records (EHRs) as part of healthcare delivery, to improve primary care for …

[CITATION][C] Applications of Vibration-Based Occupant Inference in Frailty Diagnosis through Passive, In-Situ Gait Monitoring

RS Goncalves - 2021 - Virginia Tech