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Record W4410354557 · doi:10.36315/2025inpact015

HIGHS AND LOWS: PSYCHOLOGICAL FLEXIBILITY AS AN EXPLANATION FOR THE CANNABIS USE-MENTAL HEALTH RELATIONSHIP

2025· article· en· W4410354557 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldPsychology
TopicOptimism, Hope, and Well-being
Canadian institutionsnot available
Fundersnot available
KeywordsFlexibility (engineering)Mental healthPsychologyCannabisComputer scienceApplied psychologyPsychiatryEconomicsManagement

Abstract

fetched live from OpenAlex

Background: Cannabis use (CU) has rapidly grown worldwide.Cannabis use disorder (CUD) is associated with a three-fold increase in internalizing disorders such as depression and anxiety.Psychological flexibility (PF) encompasses an individual's ability to be open and accepting of emotional experiences (openness to experience; OE), and to adjust their behaviours (behavioural awareness; BA) to be in line with their personal values (valued action; VA).PF can be targeted and improved through Acceptance and Commitment Therapy (ACT), which has been shown to be effective for addressing depression and anxiety symptoms; however, the role of PF in substance use is less explored and mechanisms underlying the comorbidity remain unclear.Rationale: The aim of this study was to examine the mediating role of PF in the relationship between CU patterns (i.e., daily use, disordered use), and internalizing symptoms.Method: Individuals from an Atlantic Canadian University, the general population, and Prolific (N = 525) completed measures assessing CU patterns (meeting criteria for DSM-5 CUD, daily use), anxiety and depressive symptoms, and PF.Results: Daily CU was positively associated with depressive and anxiety symptoms.CUD symptoms were also positively associated with depressive and anxiety symptoms.Daily CU was negatively associated with PF total and with two PF dimensions (OE, BA).As expected, CUD symptoms were negatively associated with PF and with all three PF dimensions.Six mediation models were tested, with daily CU/CUD symptoms entered as independent variables, depression and anxiety as the dependent variables, and total PF or its dimensions as mediators.The three dimensions of PF (OE, BA, VA), and PF total partially explained the relationship between CUD symptoms, and both depressive and anxiety symptoms.The same was found for the relationship between daily CU and depression but only the dimensions of OE and BA mediated the relationship between daily cannabis use and anxiety symptoms.Conclusions/Impact: Problematic cannabis users appear lower in PF, which may partly explain why they experience more internalizing symptoms.Interventions aiming to increase PF, such as ACT, may be appropriate for such individuals.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.245
Threshold uncertainty score0.488

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.001
Science and technology studies0.0020.003
Scholarly communication0.0030.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.000

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 head0.077
GPT teacher head0.432
Teacher spread0.355 · 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 source (direct Gemma or distilled Codex), 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

Citations0
Published2025
Admission routes1
Has abstractyes

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