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 ResearchConceptsT-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 expertsAccuracySelf-injurious unnatural death among Veterans with HIV
Smith A, Goulet J, Vlahov D, Justice A, Womack J. Self-injurious unnatural death among Veterans with HIV. AIDS 2024, 38: 1570-1578. PMID: 38814683, DOI: 10.1097/qad.0000000000003940.Peer-Reviewed Original ResearchVeterans Aging Cohort StudyNested case-control studyModifiable risk factorsRisk of suicideCase-control studyRisk factorsIdentification of modifiable risk factorsCategorization of deathsIncidence density samplingAging Cohort StudyCohort of veteransIncreased risk of suicideConditional logistic regressionHigher pain levelsUse disorderPublic health burdenDrug use disordersUnnatural deathsDeath codesUnintentional causesInternational ClassificationHIV statusExcess deathsPrevention effortsAlcohol use disorder