2024
Early AI Lifecycle Co-Reasoning: Ethics Through Integrated and Diverse Team Science
Pacia D, Ravitsky V, Hansen J, Lundberg E, Schulz W, Bélisle-Pipon J. Early AI Lifecycle Co-Reasoning: Ethics Through Integrated and Diverse Team Science. The American Journal Of Bioethics 2024, 24: 86-88. PMID: 39226006, DOI: 10.1080/15265161.2024.2377106.Peer-Reviewed Original ResearchArtificial Intelligence
2022
Automated multilabel diagnosis on electrocardiographic images and signals
Sangha V, Mortazavi BJ, Haimovich AD, Ribeiro AH, Brandt CA, Jacoby DL, Schulz WL, Krumholz HM, Ribeiro ALP, Khera R. Automated multilabel diagnosis on electrocardiographic images and signals. Nature Communications 2022, 13: 1583. PMID: 35332137, PMCID: PMC8948243, DOI: 10.1038/s41467-022-29153-3.Peer-Reviewed Original ResearchConceptsConvolutional neural networkArtificial intelligenceApplication of AISignal-based dataSignal-based modelElectrocardiographic imagesECG imagesGrad-CAMImage-based modelsNeural networkDiagnosis modelECG signalsImagesClinical labelsValidation setLabelsExternal validation setMultilabelIntelligenceNetworkApplicationsModelBroad useSetBroader setting
2021
Artificial Intelligence and Mapping a New Direction in Laboratory Medicine: A Review
Herman DS, Rhoads DD, Schulz WL, Durant TJS. Artificial Intelligence and Mapping a New Direction in Laboratory Medicine: A Review. Clinical Chemistry 2021, 67: 1466-1482. PMID: 34557917, DOI: 10.1093/clinchem/hvab165.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsMeSH KeywordsArtificial IntelligenceDelivery of Health CareHumansLaboratoriesMachine LearningMedicineConceptsArtificial intelligenceML systemsModern artificial intelligenceAI/MLAdoption of MLExpert human operatorMachine learning methodsModern computingCommunication infrastructureHuman operatorLearning methodsInformation systemsWidespread digitizationIntelligenceHealth informationTechnologyImplementationComputingBrief introductionBest practicesSystemDigitizationInfrastructureTaskInformation
2019
Validation and Regulation of Clinical Artificial Intelligence
Schulz WL, Durant T, Krumholz HM. Validation and Regulation of Clinical Artificial Intelligence. Clinical Chemistry 2019, 65: 1336-1337. PMID: 32100825, DOI: 10.1373/clinchem.2019.308304.Commentaries, Editorials and Letters