35143823Rojas JC, Fahrenbach J, Makhni S, Cook SC, Williams JS, Umscheid CA, Chin MHChestAlgorithms; Machine LearningHospitalization; Humans; Predictive Value of TestsFramework for Integrating Equity Into Machine Learning Models: A Case Study. Chest. 2022 06; 161(6):1621-1627.Chest2022-02-07T00:00:002022Framework for Integrating Equity Into Machine Learning Models: A Case Study.prns:fullNamefull nameprns:hasAuthorListauthor listprns: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:predicateNodepredicate nodeprns:publicationDatepublication dateprns:sortOrdersort orderprns:uniquenessWeightuniqueness weightprns:yearyearAcademic ArticleArticleDocumentbibo:pmidPubMed Identifiervivo:authorRankauthor rank in publicationAuthorshipDepartmentvivo:hasSubjectAreahas subject areavivo:hrJobTitleHR job titleInformation Resourcevivo:informationResourceInAuthorshipauthorsvivo:linkedAuthorlinked authorvivo:linkedInformationResourcelinked information resourcePositionvivo:positionInOrganizationposition in organizationvivo:preferredTitlepreferred titlerdf:predicatepredicaterdf:typetyperdfs:labellabelConceptAgentfoaf:firstNamefirst namefoaf:lastNamelast nameOrganizationPersonD000465Concepts & Ideas53018280.544707AlgorithmsMedicine-General Internal MedicineD006760Procedures3148440.651103HospitalizationD006801Living Beings2262862810.130052HumansAuthorship 1526127Authorship 152614Authorship 15261320.8624110.2156033authors10.255has subject areaD0000695501272320.830971Machine LearningD011237Concepts & Ideas53616710.69603Predictive Value of TestsMedicineUniversity of ChicagoMarshall H.ChinMarshall H. Chin41.78927490000000-87.60125000000000207Chin, Marshall H.ProfessorJohnFahrenbachJohn P. Fahrenbach41.78927490000000-87.60125000000000485Fahrenbach, JohnPostdoctoral Scholartrue1Postdoctoral ScholarPostdoctoral Scholartrue1ProfessorProfessor