Michael Wininger, PhD
Assistant Professor Adjunct of BiostatisticsCards
About
Research
Publications
2025
Combining Rule-based NLP-lite with Rapid Iterative Chart Adjudication for Creation of a Large, Accurately Curated Cohort from EHR data: A Case Study in the Context of a Clinical Trial Emulation.
Mutalik P, Cheung K, Green J, Buelt-Gebhardt M, Anderson K, Jeanpaul V, McDonald L, Wininger M, Li Y, Rajeevan N, Jessel P, Moore H, Adabag S, Raitt M, Aslan M. Combining Rule-based NLP-lite with Rapid Iterative Chart Adjudication for Creation of a Large, Accurately Curated Cohort from EHR data: A Case Study in the Context of a Clinical Trial Emulation. AMIA Annual Symposium Proceedings 2025, 2024: 847-856. PMID: 40417550, PMCID: PMC12099393.Peer-Reviewed Original ResearchConceptsCorporate data warehouseNon-expertsClinical AI applicationsData warehouseAI applicationsVirtual emulationEHR dataClinical decision criteriaExtract informationCurated datasetComputational algorithmDecision criteriaTraining toolEmulationClinical notesStructural dataCase studyAlgorithmEHRDatasetWarehouseComputerInclusion/exclusion decisions
2024
Statistical Methods for Accommodating Immortal Time: A Selective Review and Comparison
Wang J, Peduzzi P, Wininger M, Ma S. Statistical Methods for Accommodating Immortal Time: A Selective Review and Comparison. 2024, 53-92. DOI: 10.1007/978-3-031-65937-9_3.Peer-Reviewed Original ResearchEfficacy and safety of implantable cardioverter-defibrillator implantation in the elderly—The I-70 Study: A randomized clinical trial
Singh S, Wininger M, Raitt M, Adabag S, Moore H, Rottman J, Scrymgeour A, Zhang J, Zheng K, Guarino P, Kyriakides T, Group I, Johnson G, Williams A, Beed A, MacMurdy K, Saavedra P. Efficacy and safety of implantable cardioverter-defibrillator implantation in the elderly—The I-70 Study: A randomized clinical trial. Heart Rhythm O2 2024, 5: 365-373. PMID: 38984364, PMCID: PMC11228113, DOI: 10.1016/j.hroo.2024.04.010.Peer-Reviewed Original ResearchImplantable cardioverter defibrillatorParticipant follow-upPatient treatment preferencesICD implantationFollow-upTarget sample sizeAll-cause hospitalizationsPrimary prevention ICD implantationMonths of follow-upImplantable cardioverter defibrillator therapySafety of implantable cardioverter defibrillatorsImplantable cardioverter defibrillator implantationOptimal medical therapyRate of sudden deathTreatment preferencesImplantable cardioverter defibrillator shocksSafety of ICD implantationConfidence intervalsStudy protocolMedical therapyParticipantsProlonging lifePatientsSudden deathCardioverter defibrillator
2023
A New National Strategy for Hunger, Nutrition and Health: a GOURMET Menu for Heart Failure.
Hummel SL, Wininger M, Thomas KS, Mills WL, Huang Y. A New National Strategy for Hunger, Nutrition and Health: a GOURMET Menu for Heart Failure. J Card Fail 2023, 29: 1311-1313. PMID: 37023914, DOI: 10.1016/j.cardfail.2023.03.016.Commentaries, Editorials and LettersPremenarchal lichen sclerosus: a multicentre examination of the novel diagnostic tool, the SWIFT model
Lawson A, Wininger M, Wang M, Steger M, Peccerillo K, Vash-Margita A. Premenarchal lichen sclerosus: a multicentre examination of the novel diagnostic tool, the SWIFT model. British Journal Of Dermatology 2023, 189: 353-354. PMID: 37235769, DOI: 10.1093/bjd/ljad180.Peer-Reviewed Original Research
2021
3. SWIFT Accurately Predicts Lichen Sclerosus among Premenarchal Girls
Wang M, Wininger M, Vash-Margita A. 3. SWIFT Accurately Predicts Lichen Sclerosus among Premenarchal Girls. Journal Of Pediatric And Adolescent Gynecology 2021, 34: 240-241. DOI: 10.1016/j.jpag.2021.02.007.Peer-Reviewed Original ResearchLichen sclerosusPremenarchal girlsUrinary incontinenceVulvar complaintsPhysical examRetrospective chart reviewRisk stratification toolAdolescent gynecology clinicInstitutional review boardPremenarchal patientsChart reviewGynecology clinicClinical presentationTertiary hospitalVulvar irritationUnique patientsBackground prevalenceLS diagnosisVulvar biopsyPatient visitsInclusion criteriaEffective treatmentAverage ageDichotomous outcomesPatients
2020
Influence of Nutrient Intake on 24 Hour Urinary Hydration Biomarkers Using a Clustering-Based Approach
Adams W, Wininger M, Zaplatosch M, Hevel D, Maher J, McGuirt J. Influence of Nutrient Intake on 24 Hour Urinary Hydration Biomarkers Using a Clustering-Based Approach. Nutrients 2020, 12: 2933. PMID: 32992692, PMCID: PMC7600929, DOI: 10.3390/nu12102933.Peer-Reviewed Original ResearchConceptsHydration biomarkersUrinary hydration biomarkersNutrient intakeUrinary hydration markersBody water homeostasisBody water statusStatistically significant associationDietary recallsInfluence of nutrient intakeUrine osmolalityHydration markersWater homeostasisSignificant associationBiomarkersConsumption of nutrientsSoluble fiberAssociationIntakeHomeostasisOsmotic homeostasisUrinaryImpact of Nutrient Intake on Hydration Biomarkers Following Exercise and Rehydration Using a Clustering-Based Approach
Muñoz CX, Johnson EC, Kunces LJ, McKenzie AL, Wininger M, Butts CL, Caldwell A, Seal A, McDermott BP, Vingren J, Colburn AT, Wright SS, Lopez V, Armstrong LE, Lee EC. Impact of Nutrient Intake on Hydration Biomarkers Following Exercise and Rehydration Using a Clustering-Based Approach. Nutrients 2020, 12: 1276. PMID: 32365848, PMCID: PMC7282025, DOI: 10.3390/nu12051276.Peer-Reviewed Original ResearchForce myography across the socket interface
Curcio BC, Cirillo NV, Wininger M. Force myography across the socket interface Journal of Prosthetics and Orthotics 32(1):52-58. doi: 10.1097/JPO.0000000000000295Peer-Reviewed Original Research
2019
Models of hydration and nutrition require environmental data
Muñoz CX, Wininger M. Models of hydration and nutrition require environmental data. Public Health Nutrition 2019, 23: 971-973. PMID: 31852551, PMCID: PMC10200424, DOI: 10.1017/s1368980019003343.Peer-Reviewed Original Research