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Open AccessEfficientNet-based machine learning architecture for sleep apnea identification in clinical single-lead ECG signal data sets
Our objective was to create a machine learning architecture capable of identifying obstructive sleep apnea (OSA) patterns in single-lead electrocardiography (ECG) signals, exhibiting exceptional performance wh...
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Open AccessUtility of polygenic scores across diverse diseases in a hospital cohort for predictive modeling
Polygenic scores estimate genetic susceptibility to diseases. We systematically calculated polygenic scores across 457 phenotypes using genoty** array data from China Medical University Hospital. Logistic re...
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Open AccessDeep learning assists in acute leukemia detection and cell classification via flow cytometry using the acute leukemia orientation tube
This study aimed to evaluate the sensitivity of AI in screening acute leukemia and its capability to classify either physiological or pathological cells. Utilizing an acute leukemia orientation tube (ALOT), on...
