2021
Calibrating predictive model estimates in a distributed network of patient data
Huang Y, Jiang X, Gabriel R, Ohno-Machado L. Calibrating predictive model estimates in a distributed network of patient data. Journal Of Biomedical Informatics 2021, 117: 103758. PMID: 33811986, DOI: 10.1016/j.jbi.2021.103758.Peer-Reviewed Original ResearchConceptsData privacyRecalibration modelHigh-performance predictive modelsIntegration of dataPatient dataPredictive model estimatesDistributed networkExpected calibration errorMaximum calibration errorPrivacyClinical informaticsCalibration errorsComputational efficiencyPredictive analysisAlgorithmBuilding modelsModel buildingImportant issuePerformance measuresPredictive modelMultiple health systemsLarge numberIsotonic regressionInformaticsSystem
2011
Confluence of Disciplines in Health Informatics: an International Perspective
Geissbuhler A, Kimura M, Kulikowski C, Murray P, Ohno-Machado L, Park H, Haux R. Confluence of Disciplines in Health Informatics: an International Perspective. Methods Of Information In Medicine 2011, 50: 545-555. PMID: 22146917, DOI: 10.3414/me11-06-0005.Commentaries, Editorials and LettersConceptsHealth informaticsCollaborative software developmentSoftware developmentConfluence of disciplinesUbiquitous healthcareHealth informatics expertsMobile technologyInformatics expertsDisaster situationsIntrinsic multidisciplinary natureSocial mediaInformaticsConvergence of disciplinesDiversity of contextsKey issuesSignificant challengeInformatics interventions
2007
10 Generation of knowledge for clinical decision support Statistical and machine learning techniques
Matheny M, Ohno-Machado L. 10 Generation of knowledge for clinical decision support Statistical and machine learning techniques. 2007, 227-248. DOI: 10.1016/b978-012369377-8/50011-8.ChaptersLearning techniquesMedical domainMachine learning techniquesAcceptance of computersClinical decision supportModeling methodAlternative modeling methodDecision supportBiomedical informaticsPopular examplePrediction modelGeneration of knowledgeTheoretical justificationRapid paceRegression techniquesTechnological advancesComputerInformaticsMachineBest modelTechniqueDomainClassificationModelKnowledge