{"id":"W4407626554","doi":"10.1016/j.crbeha.2025.100172","title":"Mental health, substance use, and stigmatization: A comparison of Canadian university students who abstain from or consume alcohol","year":2025,"lang":"en","type":"article","venue":"Current Research in Behavioral Sciences","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Royal Ottawa Mental Health Centre; BC Mental Health & Substance Use Services; Canadian Centre on Substance Use and Addiction; Carleton University","funders":"","keywords":"Substance use; Mental health; Psychology; Psychiatry; Stigma (botany); Environmental health; Gerontology; Criminology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009033319,0.0004859635,0.0007541192,0.002406449,0.006429793,0.001751384,0.001081792,0.000759839,0.002677014],"category_scores_gemma":[0.001839488,0.0005066589,0.001592812,0.004302735,0.001220517,0.0006487735,0.001875333,0.001028207,0.0003119781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02775021,"about_ca_system_score_gemma":0.02608936,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.985971,"about_ca_topic_score_gemma":0.9923456,"domain_scores_codex":[0.9992039,0.00004427584,0.00003893871,0.0000887819,0.0002762083,0.0003479447],"domain_scores_gemma":[0.9984173,0.00006168205,0.0002179431,0.0000448921,0.0005158283,0.0007424465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001791248,0.0002107639,0.9806952,0.00009397601,0.00007961065,0.0001674237,0.008917599,0.00003605172,0.0002637838,0.0001191584,0.0008080687,0.008429212],"study_design_scores_gemma":[0.000008165159,0.00005627628,0.9916192,0.00002876725,0.00001984013,0.00004528197,0.007637509,0.00005162213,0.00002191277,0.00001461411,0.0004846646,0.00001209634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977472,0.0003147241,0.00002230989,0.0001431842,0.00001184799,0.00007117844,0.0005493296,0.000002376337,0.00113781],"genre_scores_gemma":[0.9980426,0.0004955445,0.00008269518,0.00009932558,0.000006471099,0.00003192656,0.0005581076,0.000002860272,0.0006805165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02775021,"threshold_uncertainty_score":0.2013428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4133276632035174,"score_gpt":0.5287637584988795,"score_spread":0.115436095295362,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}