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Performance Modeling of Lightweight Retrieval-Augmented Large Language Models for Low-Resource Plastic Surgery Settings.

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Title: Performance Modeling of Lightweight Retrieval-Augmented Large Language Models for Low-Resource Plastic Surgery Settings.
Authors: Sun NY; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA.; Department of Statistics, Harvard University, Cambridge, MA 02138, USA., Genovese A; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA., Prabha S; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA., Gomez-Cabello CA; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA., Haider SA; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA., Collaco B; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA., Pan T; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA.; Department of Data Science, University of California, Berkeley, CA 94720, USA., Wood NG; Department of Radiology AI IT, Mayo Clinic, Rochester, MN 55905, USA., Forte AJ; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA.; Center for Digital Health, Mayo Clinic, Rochester, MN 55905, USA.; Department of Artificial Intelligence and Informatics, Mayo Clinic, Jacksonville, FL 32224, USA.
Source: Bioengineering (Basel, Switzerland) [Bioengineering (Basel)] 2026 Mar 25; Vol. 13 (4). Date of Electronic Publication: 2026 Mar 25.
Publication Type: Journal Article
Journal Info: Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101676056 Publication Model: Electronic Cited Medium: Print ISSN: 2306-5354 (Print) Linking ISSN: 23065354 NLM ISO Abbreviation: Bioengineering (Basel) Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Performance Modeling of Lightweight Retrieval-Augmented Large Language Models for Low-Resource Plastic Surgery Settings.
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  Data: <searchLink fieldCode="AU" term="%22Sun+NY%22">Sun NY</searchLink>; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA.; Department of Statistics, Harvard University, Cambridge, MA 02138, USA.<br /><searchLink fieldCode="AU" term="%22Genovese+A%22">Genovese A</searchLink>; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA.<br /><searchLink fieldCode="AU" term="%22Prabha+S%22">Prabha S</searchLink>; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA.<br /><searchLink fieldCode="AU" term="%22Gomez-Cabello+CA%22">Gomez-Cabello CA</searchLink>; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA.<br /><searchLink fieldCode="AU" term="%22Haider+SA%22">Haider SA</searchLink>; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA.<br /><searchLink fieldCode="AU" term="%22Collaco+B%22">Collaco B</searchLink>; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA.<br /><searchLink fieldCode="AU" term="%22Pan+T%22">Pan T</searchLink>; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA.; Department of Data Science, University of California, Berkeley, CA 94720, USA.<br /><searchLink fieldCode="AU" term="%22Wood+NG%22">Wood NG</searchLink>; Department of Radiology AI IT, Mayo Clinic, Rochester, MN 55905, USA.<br /><searchLink fieldCode="AU" term="%22Forte+AJ%22">Forte AJ</searchLink>; Division of Plastic Surgery, Mayo Clinic, Jacksonville, FL 32224, USA.; Center for Digital Health, Mayo Clinic, Rochester, MN 55905, USA.; Department of Artificial Intelligence and Informatics, Mayo Clinic, Jacksonville, FL 32224, USA.
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  Data: <searchLink fieldCode="JN" term="%22101676056%22">Bioengineering (Basel, Switzerland)</searchLink> [Bioengineering (Basel)] 2026 Mar 25; Vol. 13 (4). <i>Date of Electronic Publication: </i>2026 Mar 25.
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        Value: 10.3390/bioengineering13040378
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              Text: 2026 Mar 25
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