{"id":"W1988237216","doi":"10.1097/nmd.0b013e31818153c9","title":"Recognition and Prevention of Major Mental and Substance Abuse Disorders","year":2008,"lang":"en","type":"article","venue":"The Journal of Nervous and Mental Disease","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Movement Disorders","funders":"","keywords":"Substance abuse; Psychiatry; Substance use; Substance abuse prevention; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0009690698,0.0004163579,0.0005041444,0.002028524,0.0008336493,0.0008484004,0.0007837117,0.001832195,0.03120721],"category_scores_gemma":[0.003409736,0.000338613,0.0003221412,0.0007967611,0.000173388,0.0007043791,0.001011678,0.001611669,0.008075249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006882095,"about_ca_system_score_gemma":0.006321372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02398597,"about_ca_topic_score_gemma":0.03665586,"domain_scores_codex":[0.9994821,0.0001132414,0.0000399456,0.00006755019,0.0001838479,0.0001133674],"domain_scores_gemma":[0.9972204,0.0002873897,0.0003552697,0.00009946139,0.0007643116,0.001273174],"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":[0.0001281621,0.0008356376,0.05644266,0.0001563541,0.00002049245,0.0002136024,0.00008916554,0.0000845898,0.0005627318,0.0008457678,0.6354364,0.3051846],"study_design_scores_gemma":[0.0005072941,0.0006381925,0.5049607,0.0005561079,0.0001046829,0.0008670805,0.0003919897,0.0005612841,0.000862488,0.000628666,0.489894,0.00002750255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.09767139,0.06115205,0.004395074,0.3467489,0.02480864,0.001707798,0.01979029,0.002194445,0.4415313],"genre_scores_gemma":[0.2704465,0.07669353,0.01012157,0.0839489,0.03266651,0.002089204,0.02079458,0.0002649811,0.5029742],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03120721,"threshold_uncertainty_score":0.1043985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03819408002769968,"score_gpt":0.3219044474635121,"score_spread":0.2837103674358124,"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."}}