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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xiao-Qiang Tang

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Review Aug 2026

Clinical speech AI for schizophrenia: Diagnostic accuracy of speech- and language-based digital biomarkers in a PRISMA-DTA systematic review and meta-analysis.

Clinically credible evaluation now requires locked-model prospective external validation in diagnostic-uncertainty populations, calibration and decision-curve reporting, standardized multilingual/multidevice acquisition, fairness assessment, interpretable outputs and explicit human oversight.

Xiao-Qiang Tang, Jun-Mei Chen, Yue-He Huang et al. · 0 citations

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