Evaluation of Large Language Models for Automated Simple CPT Coding in Foot and Ankle Surgery.
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| Title: | Evaluation of Large Language Models for Automated Simple CPT Coding in Foot and Ankle Surgery. |
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| Authors: | Glenn ER; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA., Rowshan A; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA., Mao E; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA., Ryu D; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA., Parekh Y; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA., Hsu NN; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA., Thompson JM; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA., Aiyer AA; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA. |
| Source: | Foot & ankle orthopaedics [Foot Ankle Orthop] 2026 May 19; Vol. 11 (2), pp. 24730114261448207. Date of Electronic Publication: 2026 May 19 (Print Publication: 2026). |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Sage Publications Country of Publication: United States NLM ID: 101752333 Publication Model: eCollection Cited Medium: Internet ISSN: 2473-0114 (Electronic) Linking ISSN: 24730114 NLM ISO Abbreviation: Foot Ankle Orthop Subsets: PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42169810 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Evaluation of Large Language Models for Automated Simple CPT Coding in Foot and Ankle Surgery. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Glenn+ER%22">Glenn ER</searchLink>; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA.<br /><searchLink fieldCode="AU" term="%22Rowshan+A%22">Rowshan A</searchLink>; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA.<br /><searchLink fieldCode="AU" term="%22Mao+E%22">Mao E</searchLink>; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA.<br /><searchLink fieldCode="AU" term="%22Ryu+D%22">Ryu D</searchLink>; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA.<br /><searchLink fieldCode="AU" term="%22Parekh+Y%22">Parekh Y</searchLink>; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA.<br /><searchLink fieldCode="AU" term="%22Hsu+NN%22">Hsu NN</searchLink>; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA.<br /><searchLink fieldCode="AU" term="%22Thompson+JM%22">Thompson JM</searchLink>; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA.<br /><searchLink fieldCode="AU" term="%22Aiyer+AA%22">Aiyer AA</searchLink>; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, Maryland, USA. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101752333%22">Foot & ankle orthopaedics</searchLink> [Foot Ankle Orthop] 2026 May 19; Vol. 11 (2), pp. 24730114261448207. <i>Date of Electronic Publication: </i>2026 May 19 (<i>Print Publication: </i>2026). – 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="%22Sage+Publications%22">Sage Publications </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101752333 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2473-0114 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2224730114%22">24730114 </searchLink><i>NLM ISO Abbreviation: </i>Foot Ankle Orthop <i>Subsets: </i>PubMed not MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42169810 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1177/24730114261448207 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 24730114261448207 Titles: – TitleFull: Evaluation of Large Language Models for Automated Simple CPT Coding in Foot and Ankle Surgery. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Glenn ER – PersonEntity: Name: NameFull: Rowshan A – PersonEntity: Name: NameFull: Mao E – PersonEntity: Name: NameFull: Ryu D – PersonEntity: Name: NameFull: Parekh Y – PersonEntity: Name: NameFull: Hsu NN – PersonEntity: Name: NameFull: Thompson JM – PersonEntity: Name: NameFull: Aiyer AA IsPartOfRelationships: – BibEntity: Dates: – D: 19 M: 05 Text: 2026 May 19 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2473-0114 Numbering: – Type: volume Value: 11 – Type: issue Value: 2 Titles: – TitleFull: Foot & ankle orthopaedics Type: main |
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