Toward Addiction Prediction: An Overview of Cross-Validated Predictive Modeling Findings and Considerations for Future Neuroimaging Research
Yip SW, Kiluk B, Scheinost D. Toward Addiction Prediction: An Overview of Cross-Validated Predictive Modeling Findings and Considerations for Future Neuroimaging Research. Biological Psychiatry Cognitive Neuroscience And Neuroimaging 2019, 5: 748-758. PMID: 31932230, PMCID: PMC8274215, DOI: 10.1016/j.bpsc.2019.11.001.Peer-Reviewed Original ResearchConceptsIndividual differencesBrain-behavior modelsFuture neuroimaging researchLikelihood of replicationEvidence-based treatmentsNeuroimaging researchEffect size estimatesSubstance useDirection of associationAnatomical locusBrain functionTreatment outcomesModeling findingsClinical samplesNovel subjectRelapse rateClinical outcomesPredictive modeling approachUnsuccessful treatmentLeading causeIndividualsClinical settingParticular riskSize estimatesOutcomesGambling disorder
Potenza MN, Balodis IM, Derevensky J, Grant JE, Petry NM, Verdejo-Garcia A, Yip SW. Gambling disorder. Nature Reviews Disease Primers 2019, 5: 51. PMID: 31346179, DOI: 10.1038/s41572-019-0099-7.Peer-Reviewed Original ResearchConceptsPlacebo-controlled trialOpioid receptor antagonistGambling disorderCognitive behavioral therapyPharmacological therapyLimbic structuresPsychiatric disordersAdult populationSubstantial distressClinical settingBehavioral interventionsTreatment effortsDisordersTherapyPoor qualityFormal indicationNeurobiological studiesTreatmentImproved identificationMedicationsPathophysiologyEtiologyAntagonistPrevalenceGamblers Anonymous