Machine learning outperforms clinical experts in classification of hip fractures.
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| Title: | Machine learning outperforms clinical experts in classification of hip fractures. |
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| Authors: | Murphy EA; Institute for Mathematical Innovation, University of Bath, Bath, UK., Ehrhardt B; Institute for Mathematical Innovation, University of Bath, Bath, UK., Gregson CL; Musculoskeletal Research Unit, Bristol Medical School, University of Bristol, Bristol, UK.; MRC Integrative Epidemiology Unit, Bristol Medical School, University of Bristol, Bristol, UK., von Arx OA; Royal United Hospital NHS Foundation Trust, Bath, UK., Hartley A; Musculoskeletal Research Unit, Bristol Medical School, University of Bristol, Bristol, UK.; MRC Integrative Epidemiology Unit, Bristol Medical School, University of Bristol, Bristol, UK., Whitehouse MR; Musculoskeletal Research Unit, Bristol Medical School, University of Bristol, Bristol, UK.; Department of Trauma and Orthopaedics, North Bristol NHS Trust, Bristol, UK., Thomas MS; Royal United Hospital NHS Foundation Trust, Bath, UK., Stenhouse G; Royal United Hospital NHS Foundation Trust, Bath, UK., Chesser TJS; Department of Trauma and Orthopaedics, North Bristol NHS Trust, Bristol, UK., Budd CJ; Institute for Mathematical Innovation, University of Bath, Bath, UK.; Department of Mathematical Sciences, University of Bath, Bath, UK., Gill HS; Department of Mechanical Engineering, University of Bath, Bath, UK. r.gill@bath.ac.uk.; Centre for Therapeutic Innovation, University of Bath, Bath, UK. r.gill@bath.ac.uk. |
| Source: | Scientific reports [Sci Rep] 2022 Feb 08; Vol. 12 (1), pp. 2058. Date of Electronic Publication: 2022 Feb 08. |
| Publication Type: | Journal Article; Research Support, Non-U.S. Gov't |
| Journal Info: | Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 35136091 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Machine learning outperforms clinical experts in classification of hip fractures. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Murphy+EA%22">Murphy EA</searchLink>; Institute for Mathematical Innovation, University of Bath, Bath, UK.<br /><searchLink fieldCode="AU" term="%22Ehrhardt+B%22">Ehrhardt B</searchLink>; Institute for Mathematical Innovation, University of Bath, Bath, UK.<br /><searchLink fieldCode="AU" term="%22Gregson+CL%22">Gregson CL</searchLink>; Musculoskeletal Research Unit, Bristol Medical School, University of Bristol, Bristol, UK.; MRC Integrative Epidemiology Unit, Bristol Medical School, University of Bristol, Bristol, UK.<br /><searchLink fieldCode="AU" term="%22von+Arx+OA%22">von Arx OA</searchLink>; Royal United Hospital NHS Foundation Trust, Bath, UK.<br /><searchLink fieldCode="AU" term="%22Hartley+A%22">Hartley A</searchLink>; Musculoskeletal Research Unit, Bristol Medical School, University of Bristol, Bristol, UK.; MRC Integrative Epidemiology Unit, Bristol Medical School, University of Bristol, Bristol, UK.<br /><searchLink fieldCode="AU" term="%22Whitehouse+MR%22">Whitehouse MR</searchLink>; Musculoskeletal Research Unit, Bristol Medical School, University of Bristol, Bristol, UK.; Department of Trauma and Orthopaedics, North Bristol NHS Trust, Bristol, UK.<br /><searchLink fieldCode="AU" term="%22Thomas+MS%22">Thomas MS</searchLink>; Royal United Hospital NHS Foundation Trust, Bath, UK.<br /><searchLink fieldCode="AU" term="%22Stenhouse+G%22">Stenhouse G</searchLink>; Royal United Hospital NHS Foundation Trust, Bath, UK.<br /><searchLink fieldCode="AU" term="%22Chesser+TJS%22">Chesser TJS</searchLink>; Department of Trauma and Orthopaedics, North Bristol NHS Trust, Bristol, UK.<br /><searchLink fieldCode="AU" term="%22Budd+CJ%22">Budd CJ</searchLink>; Institute for Mathematical Innovation, University of Bath, Bath, UK.; Department of Mathematical Sciences, University of Bath, Bath, UK.<br /><searchLink fieldCode="AU" term="%22Gill+HS%22">Gill HS</searchLink>; Department of Mechanical Engineering, University of Bath, Bath, UK. r.gill@bath.ac.uk.; Centre for Therapeutic Innovation, University of Bath, Bath, UK. r.gill@bath.ac.uk. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2022 Feb 08; Vol. 12 (1), pp. 2058. <i>Date of Electronic Publication: </i>2022 Feb 08. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Research Support, Non-U.S. Gov't – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=35136091 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s41598-022-06018-9 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 2058 Titles: – TitleFull: Machine learning outperforms clinical experts in classification of hip fractures. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Murphy EA – PersonEntity: Name: NameFull: Ehrhardt B – PersonEntity: Name: NameFull: Gregson CL – PersonEntity: Name: NameFull: von Arx OA – PersonEntity: Name: NameFull: Hartley A – PersonEntity: Name: NameFull: Whitehouse MR – PersonEntity: Name: NameFull: Thomas MS – PersonEntity: Name: NameFull: Stenhouse G – PersonEntity: Name: NameFull: Chesser TJS – PersonEntity: Name: NameFull: Budd CJ – PersonEntity: Name: NameFull: Gill HS IsPartOfRelationships: – BibEntity: Dates: – D: 08 M: 02 Text: 2022 Feb 08 Type: published Y: 2022 Identifiers: – Type: issn-electronic Value: 2045-2322 Numbering: – Type: volume Value: 12 – Type: issue Value: 1 Titles: – TitleFull: Scientific reports Type: main |
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