{"id":"W4389067964","doi":"10.1176/appi.pn.2023.12.12.38","title":"Addiction Psychiatry Presidential Theme: Alcohol","year":2023,"lang":"en","type":"article","venue":"Psychiatric News","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychiatry; Quarter (Canadian coin); Addiction; Presidential system; Mental health; Public health; Theme (computing); Substance abuse; Psychology; Medicine; Political science; History; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009828901,0.0009507341,0.0007880628,0.001379878,0.001895707,0.003480004,0.001004973,0.004333761,0.6520607],"category_scores_gemma":[0.004225454,0.0005503412,0.0007001944,0.0007783978,0.0004516807,0.001968881,0.002101085,0.004461758,0.502809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001583641,"about_ca_system_score_gemma":0.003031089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002326403,"about_ca_topic_score_gemma":0.006224212,"domain_scores_codex":[0.9990615,0.0001183905,0.00005795991,0.0001272699,0.00036675,0.0002680998],"domain_scores_gemma":[0.9958189,0.0002071348,0.0002433522,0.0001273635,0.00128179,0.002321368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007895521,0.00001379443,0.0000457805,0.00003020238,8.611154e-7,0.00002444686,0.000005274232,0.000001993353,0.00002446843,0.00009562627,0.9925854,0.00716423],"study_design_scores_gemma":[0.00001430098,0.00001784367,0.000557855,0.0001171,0.000002208163,0.0001169591,0.00003086296,0.00001189273,0.00005748336,0.0001434461,0.998925,0.000004959287],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001085799,0.008726461,0.0005719134,0.1700075,0.2562584,0.0003551937,0.003796383,0.001639861,0.5575585],"genre_scores_gemma":[0.005557309,0.005916805,0.0003135143,0.04191103,0.07827733,0.0001790618,0.001488092,0.0005240007,0.8658328],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6520607,"threshold_uncertainty_score":0.4962931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02428522633540413,"score_gpt":0.3045632715926626,"score_spread":0.2802780452572585,"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."}}