JUL 24, 2026 · JOURNAL ARTICLE
SpeechDETECT: an explainable automated speech processing pipeline for early detection of neurological and health changes.
Health Information Science and Systems
Algorithm development and validation study on two datasets with moderate sample sizes and surrogate endpoints (acoustic features); no clinical outcomes, diagnostic accuracy, or prospective validation reported.
Reported
F1-score (Pitt test set)0.81
AUC-ROC (Pitt test set)0.80
AUC-ROC (best competing toolkit o…0.76