{"id":"W4320082630","doi":"10.22514/jomh.2022.005","title":"Substance-specific readiness to change among sexual and gender minority men who use crystal methamphetamine","year":2022,"lang":"en","type":"article","venue":"Journal of Men s Health","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of British Columbia; McGill University; University of Victoria; Simon Fraser University","funders":"Michael Smith Health Research BC","keywords":"Methamphetamine; Sexual minority; Psychology; Substance use; Clinical psychology; Developmental psychology; Social psychology; Sexual orientation; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000708283,0.0001357743,0.0002447251,0.0004355272,0.0009020079,0.0008967462,0.0002477459,0.0003942352,0.002408911],"category_scores_gemma":[0.002510335,0.0001880797,0.0004760449,0.000348634,0.0002547204,0.0006189732,0.0006776284,0.0007008307,0.0001751033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004324789,"about_ca_system_score_gemma":0.0008062354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01539773,"about_ca_topic_score_gemma":0.03391372,"domain_scores_codex":[0.9996684,0.00007531785,0.0000232236,0.00003269112,0.00006963398,0.0001307599],"domain_scores_gemma":[0.9992162,0.0001124418,0.0003194385,0.00002236333,0.00007435677,0.0002551712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006790951,0.0002125558,0.9890952,0.00002453193,0.00002181732,0.0001012952,0.002116067,0.00001529036,0.0002106135,0.00004140053,0.0001612549,0.007932079],"study_design_scores_gemma":[0.000005058669,0.0002339992,0.9955376,0.00002746284,0.00001521076,0.000116778,0.003461938,0.00009812786,0.0001014134,0.00004161201,0.0003553015,0.000005458454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990641,0.000135849,0.0000189363,0.0001342645,0.000005002236,0.00002053839,0.00005513641,0.000001665865,0.0005645069],"genre_scores_gemma":[0.9994718,0.00009017176,0.00004750943,0.00006444231,0.000004019068,0.00001221857,0.00005366767,8.169649e-7,0.0002553526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01539773,"threshold_uncertainty_score":0.03061622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300016833797272,"score_gpt":0.3385373173635766,"score_spread":0.2085356339838494,"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."}}