A Cross Attention Approach to Diagnostic Explainability Using Clinical Practice Guidelines for Depression

The lack of explainability in using relevant clinical knowledge hinders the adoption of artificial intelligence-powered analysis of unstructured clinical dialogue. A wealth of relevant, untapped Mental Health (MH) data is available in online communities, providing the opportunity to address the expl...

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Veröffentlicht in:	IEEE journal of biomedical and health informatics 2024-10, Vol.PP, p.1-11
Hauptverfasser:	Dalal, Sumit, Tilwani, Deepa, Gaur, Manas, Jain, Sarika, Shalin, Valerie L., Sheth, Amit P.
Format:	Artikel
Sprache:	eng
Schlagworte:	Closed box Computer architecture Cross Attention Depression Explainable Guidelines Knowledge based systems Language models Manuals Medical treatment Mental health Ontologies PHQ-9 Unified modeling language
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