31383411Gowd AK, Agarwalla A, Amin NH, Romeo AA, Nicholson GP, Verma NN, Liu JNJournal of shoulder and elbow surgeryArthroplasty, Replacement, Shoulder; Postoperative Complications; Supervised Machine LearningAge Factors; Aged; Blood Transfusion; Body Mass Index; Comorbidity; Databases, Factual; Female; Forecasting; Hematocrit; Humans; Length of Stay; Male; Middle Aged; Operative Time; Patient Readmission; Predictive Value of Tests; Reoperation; ROC Curve; Serum Albumin; SmokingConstruct validation of machine learning in the prediction of short-term postoperative complications following total shoulder arthroplasty. J Shoulder Elbow Surg. 2019 Dec; 28(12):e410-e421.J Shoulder Elbow Surg2019-08-03T00:00:002019Construct validation of machine learning in the prediction of short-term postoperative complications following total shoulder arthroplasty.Faculty Rankprns:fullNamefull nameprns:hasAuthorListauthor listprns:hasFacultyRankhas faculty rankprns:hasNetworkhas networkprns:hasPublicationVenuepublished inprns:hasSubjectAreaMajorTopicListhas major subject area listprns:hasSubjectAreaMinorTopicListhas minor subject area listprns:informationResourceReferenceinformation resource referenceprns:isPrimaryPositionis primary positionprns:latitudelatitudeprns:longitudelongitudeprns:maxWeightmaximum weightprns:medlineTAjournal title abbreviationprns:meshDescriptorUIMeSH DescriptorUIprns:meshSemanticGroupNameMeSH semantic group nameprns:minWeightminimum weightprns:numberOfAuthorsnumber of authorsprns:numberOfConnectionsnumber of connectionsprns:numberOfPublicationsnumber of publicationsprns:personIdPerson IDprns:personInPrimaryPositionperson in primary positionprns:positionInDepartmentposition in departmentprns:positionInDivisionposition in divisionprns:predicateNodepredicate nodeprns:publicationDatepublication dateprns:sortOrdersort orderprns:uniquenessWeightuniqueness weightprns:yearyearAcademic ArticleArticleDocumentbibo:pmidPubMed Identifiervivo:authorRankauthor rank in publicationAuthorshipDepartmentDivisionvivo:hasSubjectAreahas subject areavivo:hrJobTitleHR job titleInformation Resourcevivo:informationResourceInAuthorshipauthorsvivo:linkedAuthorlinked authorvivo:linkedInformationResourcelinked information resourcePositionvivo:positionInOrganizationposition in organizationvivo:preferredTitlepreferred titlerdf:predicatepredicaterdf:typetyperdfs:labellabelConceptAgentfoaf:firstNamefirst namefoaf:lastNamelast nameOrganizationPersonD000368Living Beings46094410.373134AgedAuthorship 369056Authorship 370775Authorship 3716040.1810980.1810983authors10.2523has subject areaD011237Concepts & Ideas2035210.870695Predictive Value of Teststrue1Associate ProfessorAssociate Professortrue1ProfessorProfessortrue1ProfessorProfessorGregoryNicholsonGregory P. Nicholson41.87352120000000-87.66713820000000349084Nicholson, GregoryAssociate ProfessorAnthonyRomeoAnthony A. Romeo41.87352120000000-87.66713820000000349089Romeo, AnthonyProfessorNikhilVermaNikhil Verma41.87352120000000-87.66713820000000349096Verma, NikhilProfessor5Associate Professor4ProfessorD011183Disorders1579570.606685Postoperative ComplicationsD005544Concepts & IdeasOccupations781170.951296ForecastingD012907Activities & Behaviors831920.896258SmokingD008875Concepts & IdeasLiving Beings48398170.373681Middle AgedD001803Procedures31640.964967Blood TransfusionD007902Concepts & Ideas1143170.841924Length of StayD010359Procedures561230.887859Patient ReadmissionD015897Concepts & Ideas1594970.863559ComorbidityD012372Concepts & Ideas751380.958935ROC CurveD012709Chemicals & Drugs21240.983685Serum AlbuminD008297Physiology564156270.299065MaleD012086Procedures819320.70827ReoperationD005260Physiology579162020.293532FemaleOrthopedic SurgeryRush University, Rush Medical CollegeD061646Concepts & Ideas29800.953638Operative TimeD015992Disorders1374260.815166Body Mass IndexD000367Concepts & Ideas2338390.806219Age FactorsD006400Phenomena9110.996718HematocritD016208Concepts & Ideas1283300.867687Databases, FactualD006801Living Beings643293340.211949HumansD0000695538100.991244Supervised Machine LearningD00007222881640.805034Arthroplasty, Replacement, Shoulder