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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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42072848 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Echocardiography Report Translation and Inference Based on Parameter-Efficient Fine-Tuning of LLaMA Models. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Chiao+HT%22">Chiao HT</searchLink>; Department of Computer Science, Tunghai University, Taichung 407224, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+WW%22">Lin WW</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Tseng+SY%22">Tseng SY</searchLink>; Department of Computer Science, Tunghai University, Taichung 407224, Taiwan.<br /><searchLink fieldCode="AU" term="%22Hsieh+YC%22">Hsieh YC</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Yang+CT%22">Yang CT</searchLink>; 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. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101658402%22">Diagnostics (Basel, Switzerland)</searchLink> [Diagnostics (Basel)] 2026 Apr 20; Vol. 16 (8). <i>Date of Electronic Publication: </i>2026 Apr 20. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI+AG%22">MDPI AG </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101658402 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>2075-4418 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220754418%22">20754418 </searchLink><i>NLM ISO Abbreviation: </i>Diagnostics (Basel) <i>Subsets: </i>PubMed not MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42072848 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3390/diagnostics16081223 Languages: – Code: eng Text: English Titles: – TitleFull: Echocardiography Report Translation and Inference Based on Parameter-Efficient Fine-Tuning of LLaMA Models. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Chiao HT – PersonEntity: Name: NameFull: Lin WW – PersonEntity: Name: NameFull: Tseng SY – PersonEntity: Name: NameFull: Hsieh YC – PersonEntity: Name: NameFull: Yang CT IsPartOfRelationships: – BibEntity: Dates: – D: 20 M: 04 Text: 2026 Apr 20 Type: published Y: 2026 Identifiers: – Type: issn-print Value: 2075-4418 Numbering: – Type: volume Value: 16 – Type: issue Value: 8 Titles: – TitleFull: Diagnostics (Basel, Switzerland) Type: main |
| ResultId | 1 |
