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Resting-State Functional Connectivity and Alcohol Use Disorder: A Case-Control Study

2025· article· en· W4414135700 on OpenAlexaff
Mahmoud Elsayed, Sabrina K. Syan, Kyla Belisario, Emily MacKillop, Michael Amlung, Lawrence H. Sweet, James MacKillop

Bibliographic record

VenueJournal of Neuropsychiatry · 2025
Typearticle
Languageen
FieldNeuroscience
TopicFunctional Brain Connectivity Studies
Canadian institutionsSt. Joseph’s Healthcare Hamilton
Fundersnot available
KeywordsAlcoholSalience (neuroscience)Alcohol use disorderIncentiveFunctional connectivity

Abstract

fetched live from OpenAlex

OBJECTIVE: The authors examined differences in resting-state functional connectivity (rsFC) in the brain between nontreatment-seeking adults with alcohol use disorder (case group) and recreational drinkers without alcohol use disorder (control group) and explored behavioral and psychological mechanisms underlying these differences. METHODS: This case-control study included 140 adults (N=71 with alcohol use disorder and N=69 demographically matched control individuals) who completed a 9-minute resting-state functional MRI scan. About 45% were men, and the mean±SD age was 32.7±10.4 years. Seed-based rsFC analyses were conducted. Psychological mechanisms included alcohol-reinforcing value (assessed with the Alcohol Purchase Task), immediate reward orientation (delay-discounting task), and internalizing psychopathology (a composite of depression, anxiety, and posttraumatic stress measures). RESULTS: Significant rsFC differences were found between seed-target regions, including the inferior frontal gyrus and lingual gyrus, lingual gyrus and inferior occipital gyrus, nucleus accumbens and lingual gyrus, and supplementary motor cortex and temporal pole. Connectivity in these regions was significantly higher in the alcohol use disorder group, except for the supplementary motor cortex seed. Indirect effects of group differences in rsFC were found for alcohol-reinforcing value indicators and internalizing psychopathology but not delay discounting. CONCLUSIONS: This study provides initial evidence of diagnostically distinct rsFC patterns in alcohol use disorder, reflecting higher incentive salience for alcohol and elevated negative reinforcement motivation.

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)0.014
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.035
GPT teacher head0.282
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.

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

Citations3
Published2025
Admission routes1
Has abstractyes

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