2022
Using machine learning to predict heavy drinking during outpatient alcohol treatment
Roberts W, Zhao Y, Verplaetse T, Moore KE, Peltier MR, Burke C, Zakiniaeiz Y, McKee S. Using machine learning to predict heavy drinking during outpatient alcohol treatment. Alcohol Clinical And Experimental Research 2022, 46: 657-666. PMID: 35420710, PMCID: PMC9180421, DOI: 10.1111/acer.14802.Peer-Reviewed Original ResearchConceptsAlcohol use disorderHeavy drinkingTreatment outcomesInvasive assessment methodsOutpatient AUD treatmentLast monthOutpatient alcohol treatmentMultisite clinical trialAccurate clinical predictionsHeavy alcohol useSex differencesBi-weekly sessionsAlcohol treatment outcomesPatient characteristicsClinical outcomesClinical trialsClinical dataStratified analysisEffective treatmentPsychiatric disordersUse disordersAUD treatmentSubstantial sex differencesAlcohol treatmentFirst month
2016
Depression motivates quit attempts but predicts relapse: differential findings for gender from the International Tobacco Control Study
Cooper J, Borland R, McKee SA, Yong HH, Dugué PA. Depression motivates quit attempts but predicts relapse: differential findings for gender from the International Tobacco Control Study. Addiction 2016, 111: 1438-1447. PMID: 26888199, PMCID: PMC4940212, DOI: 10.1111/add.13290.Peer-Reviewed Original ResearchConceptsQuit attemptsCessation supportTobacco control studiesDepressive symptomsControl studyInternational Tobacco Control studyQuasi-experimental cohort studyMore quit attemptsMixed-effects logistic regressionLow positive affectNon-depressed counterpartsShort-term abstinenceProspective cohortCohort studyTobacco smokersDepression IndexCurrent depressionSmokersLogistic regressionFirst monthAbstinenceDepressionTelephone surveyDifferential findingsSymptoms