Echocardiography Report Translation and Inference Based on Parameter-Efficient Fine-Tuning of LLaMA Models.
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| Title: | Echocardiography Report Translation and Inference Based on Parameter-Efficient Fine-Tuning of LLaMA Models. |
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| Authors: | Chiao HT; Department of Computer Science, Tunghai University, Taichung 407224, Taiwan., Lin WW; Cardiovascular Center, Taichung Veterans General Hospital, Taichung 407219, Taiwan.; Department of Post-Baccalaureate Medicine, College of Medicine, National Chung Hsing University, Taichung 402202, Taiwan.; Department of Life Science, Tunghai University, Taichung 407224, Taiwan., Tseng SY; Department of Computer Science, Tunghai University, Taichung 407224, Taiwan., Hsieh YC; Cardiovascular Center, Taichung Veterans General Hospital, Taichung 407219, Taiwan.; Department of Post-Baccalaureate Medicine, College of Medicine, National Chung Hsing University, Taichung 402202, Taiwan.; Department of Medical Research, Taichung Veterans General Hospital, Taichung 407219, Taiwan.; Department of Medical Research, Institute of Clinical Medicine, National Yang Ming Chiao Tung University, Taipei 112304, Taiwan., Yang CT; Department of Computer Science, Tunghai University, Taichung 407224, Taiwan.; Research Center for Smart Sustainable Circular Economy, Tunghai University, No. 1727, Sec. 4, Taiwan Boulevard, Taichung 407224, Taiwan.; Department of Medical Research, Kuang Tien General Hospital, No. 127, Sec. 7, Xiangshang Rd. Shalu Dist., Taichung 433004, Taiwan. |
| Source: | Diagnostics (Basel, Switzerland) [Diagnostics (Basel)] 2026 Apr 20; Vol. 16 (8). Date of Electronic Publication: 2026 Apr 20. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101658402 Publication Model: Electronic Cited Medium: Print ISSN: 2075-4418 (Print) Linking ISSN: 20754418 NLM ISO Abbreviation: Diagnostics (Basel) Subsets: PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
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| ISSN: | 2075-4418 |
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| DOI: | 10.3390/diagnostics16081223 |
