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A Scoping Review of Interpretable AI Model Approaches in Echocardiography: Frameworks, Model Types, Explanation Strategies, and Evaluation Practices.

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Title: A Scoping Review of Interpretable AI Model Approaches in Echocardiography: Frameworks, Model Types, Explanation Strategies, and Evaluation Practices.
Authors: Ishii R; Medical and Health Informatics Laboratories, NTT Research, Inc., Sunnyvale, CA, USA. ryoma.ishii@ntt-research.com., Edwards RA; Health Services Consulting Corporation, Boxborough, MA, USA., Gelbach PE; Medical and Health Informatics Laboratories, NTT Research, Inc., Sunnyvale, CA, USA., Alexander J Jr; Medical and Health Informatics Laboratories, NTT Research, Inc., Sunnyvale, CA, USA.
Source: Journal of imaging informatics in medicine [J Imaging Inform Med] 2026 Aug 17. Date of Electronic Publication: 2026 Aug 17.
Publication Type: Journal Article; Review
Journal Info: Publisher: Springer Nature Country of Publication: Switzerland NLM ID: 9918663679206676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2948-2933 (Electronic) Linking ISSN: 29482925 NLM ISO Abbreviation: J Imaging Inform Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Ishii+R%22">Ishii R</searchLink>; Medical and Health Informatics Laboratories, NTT Research, Inc., Sunnyvale, CA, USA. ryoma.ishii@ntt-research.com.<br /><searchLink fieldCode="AU" term="%22Edwards+RA%22">Edwards RA</searchLink>; Health Services Consulting Corporation, Boxborough, MA, USA.<br /><searchLink fieldCode="AU" term="%22Gelbach+PE%22">Gelbach PE</searchLink>; Medical and Health Informatics Laboratories, NTT Research, Inc., Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Alexander+J+Jr%22">Alexander J Jr</searchLink>; Medical and Health Informatics Laboratories, NTT Research, Inc., Sunnyvale, CA, USA.
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      – TitleFull: A Scoping Review of Interpretable AI Model Approaches in Echocardiography: Frameworks, Model Types, Explanation Strategies, and Evaluation Practices.
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              Text: 2026 Aug 17
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