WavRX: A Disease-Agnostic, Generalizable, and Privacy-Preserving Speech Health Diagnostic Model

Information Science, Computer Science, Artificial Intelligence, Medicine, Respiratory System, Environmental and Public Health, Psychiatry, Neurology, Oncology,
speech health diagnostics   disease-agnostic   privacy-preserving   generalizability   health embeddings   modulation dynamics   pathological speech  

New Breakthrough in Disease-Agnostic Remote Speech Health Diagnostic Models—An Interpretation of “wavrx: a disease-agnostic, generalizable, and privacy-preserving speech health diagnostic model” 1. Research Background and Introduction With the ongoing rise in demand for telemedicine and health management, realizing real-time, non-invasive, and auto...

Evaluating Generalizability of Oncology Trial Results to Real-World Patients Using Machine Learning-Based Trial Emulations

Information Science, Artificial Intelligence, Medicine, Oncology,
oncology   randomized controlled trials   machine learning   generalizability   real-world data   prognostic models   survival analysis  

Evaluation of the Generalizability of Oncology Trial Results Using Machine Learning-Based Trial Emulations Academic Background Randomized Controlled Trials (RCTs) are the gold standard for evaluating the efficacy of anti-cancer drugs, but their results often cannot be directly generalized to real-world oncology patients. RCTs typically employ stric...