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Record W4361255247 · doi:10.15288/jsad.22-00212

The Clinical Relevance of Impulsivity in Substance Use Disorder Treatment: Examining Within-treatment Changes and Relationship to Psychiatric Symptoms and Cravings in a Large Inpatient Sample

2023· article· en· W4361255247 on OpenAlexaff
Emily E. Levitt, Sarah Sousa, Mary Jean Costello, Onawa LaBelle, Brian Rush, James MacKillop

Bibliographic record

VenueJournal of Studies on Alcohol and Drugs · 2023
Typearticle
Languageen
FieldPsychology
TopicGambling Behavior and Treatments
Canadian institutionsHomewood Research InstituteUniversity of WindsorCentre for Addiction and Mental Health
Fundersnot available
KeywordsImpulsivitySensation seekingClinical psychologyCravingPsychiatryAddictionPsychologyPersonalityAnxietySubstance abuseBorderline personality disorderBig Five personality traitsCocaine dependence

Abstract

fetched live from OpenAlex

Objective: Impulsivity is a multidimensional construct consistently associated with problematic substance use, but less is known about its relevance to clinical outcomes. The current study examined whether impulsivity changed over the course of addiction treatment and whether the changes were associated with changes in other clinical outcomes. Method: Participants were patients in a large inpatient addiction medicine program (N = 817; 71.40% male). Impulsivity was assessed using a self-report measure of delay discounting (i.e., overvaluation of smaller immediate rewards) and the UPPS-P Impulsive Behavior Scale, a self-report measure of impulsive personality traits. Outcomes were psychiatric symptoms including depression, anxiety, posttraumatic stress disorder, and drug cravings. Results: Within-subjects analyses of variance revealed significant within-treatment changes in all UPPS-P sub-scales, all psychiatric indicators, and craving (ps < .005), but not delay discounting. Changes in all UPPS-P traits, except for sensation seeking, were significantly positively associated with changes in psychiatric symptoms and cravings over the course of treatment (ps < .01). Conclusions: These findings reveal that facets of impulsive personality change across addiction treatment and are generally related to positive changes in other clinically relevant outcomes. Evidence of change despite no explicit intervention targeting suggests that impulsive personality traits may be viable treatment targets in substance use disorder treatment.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.037
Threshold uncertainty score0.436

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.192
GPT teacher head0.440
Teacher spread0.248 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations10
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Studies on Alcohol and DrugsSame topicGambling Behavior and TreatmentsFrench-language works237,207