Artificial intelligence and training physicians to perform technical procedures

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dc.contributor.authorShorten, George
dc.date.accessioned2019-09-23T10:21:11Z
dc.date.available2019-09-23T10:21:11Z
dc.date.issued2019-08-02
dc.description.abstractWinkler-Schwartz et al have set out to determine if some combination of machine learning algorithms can differentiate participants according to their stage of practice (ie, neurosurgeon, fellow, senior or junior resident, or medical student) based on their performance of a complex simulated neurosurgical task. A total of 250 simulated surgical resections performed by 50 participants were studied using a prospective, observational case series design. The best-performing algorithm (K-nearest neighbor) had 90% accuracy for prediction and used 6 machine-selected metrics. Three of the 4 algorithms used in the study misclassified a medical student as a neurosurgeon.en
dc.description.statusPeer revieweden
dc.description.versionPublished Versionen
dc.format.mimetypeapplication/pdfen
dc.identifier.articleide198375en
dc.identifier.citationShorten, G. (2019) 'Artificial Intelligence and Training Physicians to Perform Technical Procedures', JAMA Network Open, 2(8), e198375. (2pp.) DOI:10.1001/jamanetworkopen.2019.8375en
dc.identifier.doi10.1001/jamanetworkopen.2019.8375en
dc.identifier.eissn2574-3805
dc.identifier.endpage2en
dc.identifier.issued8en
dc.identifier.journaltitleJAMA Network Openen
dc.identifier.startpage1en
dc.identifier.urihttps://hdl.handle.net/10468/8597
dc.identifier.volume2en
dc.language.isoenen
dc.publisherAmerican Medical Associationen
dc.relation.urihttps://jamanetwork.com/journals/jamanetworkopen/fullarticle/2740774
dc.rightsThis is an open access article distributed under the terms of the CC-BY License. © 2019 Shorten G. JAMA Network Open.en
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/en
dc.subjectMedical educationen
dc.subjectHealth informaticsen
dc.subjectNeurosurgeryen
dc.subjectSurgeryen
dc.subjectMedical education and trainingen
dc.subjectArtificial Intelligence (AI)en
dc.subjectTechnical proceduresen
dc.titleArtificial intelligence and training physicians to perform technical proceduresen
dc.typeArticle (peer-reviewed)en
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