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. |
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| 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 |
| ISSN: | 2948-2933 |
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| DOI: | 10.1007/s10278-026-02172-y |
