2024
BoneScore: A natural language processing algorithm to extract bone mineral density data from DXA scans.
Fodeh S, Wang R, Murphy T, Kidwai-Khan F, Leo-Summers L, Tessier-Sherman B, Hsieh E, Womack J. BoneScore: A natural language processing algorithm to extract bone mineral density data from DXA scans. Health Informatics Journal 2024, 30: 14604582241295930. PMID: 39526751, DOI: 10.1177/14604582241295930.Peer-Reviewed Original ResearchMeSH KeywordsAbsorptiometry, PhotonAlgorithmsBone DensityFemaleHumansMaleNatural Language ProcessingConceptsT-score valuesT-scoreNLP algorithmsDXA scansFemoral neck T-scoreNatural language processing algorithmsBone mineral density dataLanguage processing algorithmsBone mineral densityExtract annotationsRegular expressionsTest dataProcessing algorithmsDXA reportsMineral densityAlgorithmMultivariate linear regressionClinical face validityRisk factorsPresence of informationDXANLPClinical validationClinical expertsAccuracy
2011
Bayesian hierarchical modeling for a non‐randomized, longitudinal fall prevention trial with spatially correlated observations
Murphy TE, Allore HG, Leo‐Summers L, Carlin BP. Bayesian hierarchical modeling for a non‐randomized, longitudinal fall prevention trial with spatially correlated observations. Statistics In Medicine 2011, 30: 522-530. PMID: 21294148, PMCID: PMC3477673, DOI: 10.1002/sim.3912.Peer-Reviewed Original ResearchMeSH KeywordsAccidental FallsAgedAged, 80 and overAlgorithmsBayes TheoremComputer SimulationConnecticutControlled Clinical Trials as TopicEmergency Medical ServicesFemaleHumansLongitudinal StudiesMaleMarkov ChainsModels, StatisticalMonte Carlo MethodPatient Education as TopicPoisson DistributionTreatment OutcomeConceptsNon-randomized designFall prevention trialsPersons 70 yearsCommunity-based health interventionsNon-randomized interventionsRandomization of participantsInjurious fallsPrevention trialsEmergency departmentFall preventionInterventional effectsLongitudinal trialCare areasConnecticut CollaborationHealth interventionsInterventional designHealthcare interventionsMedicaid ServicesOlder adultsIntervention areaSerious injuriesZip codesTrialsInterventionInfluential covariates