Machine learning outperforms clinical experts in classification of hip fractures.

Saved in:
Bibliographic Details
Title: Machine learning outperforms clinical experts in classification of hip fractures.
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
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 35136091
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
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
ResultId 1