{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001078333,0.0002073849,0.000735066,0.000305607,0.0002320382,0.00002575045,0.0001135863,0.00004262402,0.000197553],"category_scores_gemma":[0.00002671315,0.0001652823,0.00008581086,0.0003758284,0.00004187473,0.0003336358,0.00004576239,0.0003657893,0.000002186326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006283087,"about_ca_system_score_gemma":0.0001504385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001021948,"about_ca_topic_score_gemma":0.0001476743,"domain_scores_codex":[0.997817,0.0001911862,0.0006042615,0.0002439644,0.0007326103,0.0004109129],"domain_scores_gemma":[0.9985051,0.0001430316,0.0004183774,0.0002507385,0.0001447545,0.0005379891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00176275,0.0004177168,0.8900008,0.0001503709,0.000322104,0.0006716285,0.03973924,0.000009318474,0.0004064321,0.0001003962,0.05577888,0.01064035],"study_design_scores_gemma":[0.005434664,0.001754233,0.9664606,0.00005378323,0.0001380004,0.000580097,0.01243519,0.00004091421,0.00007555768,0.00004391035,0.01277749,0.000205599],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900264,0.005723597,0.00009109196,0.00294219,0.0002355188,0.0005678211,0.00001453233,0.00001964846,0.0003791943],"genre_scores_gemma":[0.9922158,0.001814244,0.001214658,0.001516725,0.0006361171,0.00003119839,0.00001534146,0.00003345838,0.002522532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07645976,"threshold_uncertainty_score":0.6740016,"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."}}