Natural language processing in mixed-methods evaluation of a digital sleep-alcohol intervention for young adults
Griffith F, Ash G, Augustine M, Latimer L, Verne N, Redeker N, O’Malley S, DeMartini K, Fucito L. Natural language processing in mixed-methods evaluation of a digital sleep-alcohol intervention for young adults. Npj Digital Medicine 2024, 7: 342. PMID: 39613828, PMCID: PMC11606959, DOI: 10.1038/s41746-024-01321-3.Peer-Reviewed Original ResearchYoung adultsLanguage processingEvaluating young adultsControl participantsHeavy drinkingSleep factorsImprove sleepNatural language processingPersonalized feedbackParticipation motivationParticipantsSleepAdultsMixed-methods evaluationControl interventionsInterventionConvergent mixed methodsMotivationIncreased awarenessAlcoholImpaired Control (Both Attempts to Control Drinking and Failed Control) as Prospective Predictors of Negative Outcomes Among Young Adults Who Drink Heavily.
Leeman R, Berey B, Frohe T, Vásquez Ferreiro A, O'Malley S. Impaired Control (Both Attempts to Control Drinking and Failed Control) as Prospective Predictors of Negative Outcomes Among Young Adults Who Drink Heavily. Journal Of Studies On Alcohol And Drugs 2024, 85: 508-521. PMID: 38315139, PMCID: PMC11289869, DOI: 10.15288/jsad.22-00362.Peer-Reviewed Original ResearchHeavy drinkingImpaired controlDrinking daysYoung adultsAlcohol self-administration studiesAssociated with more consequencesAlcohol useDrinks per drinking dayAssociated with steeper declineSelf-administration studiesFailed controllerAssociated with negative consequencesPredictor of negative outcomesProspective predictorsNegative consequencesSteeper declinesProspective findingsNegative outcomesIntensive interventionFollow-upRisk factorsSignificant interactionPredicting outcomeAdultsMixed effects models