{"id":"W1517841986","doi":"10.5772/31687","title":"Health Care Under the Influence: Substance Use Disorders in the Health Professions","year":2012,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Health care; Substance abuse; Medicine; Vulnerability (computing); Mental health; Nursing; Psychiatry; Psychology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003747828,0.0004601924,0.0006706802,0.000172357,0.0003276128,0.00003092694,0.0003486016,0.0002606023,0.00005144465],"category_scores_gemma":[0.00002006391,0.0002324871,0.0002240593,0.00005250392,0.0002997214,0.00007295319,0.00004248444,0.001269459,0.00006267061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006519665,"about_ca_system_score_gemma":0.0006758538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003754255,"about_ca_topic_score_gemma":0.03296975,"domain_scores_codex":[0.9978269,0.0001102635,0.0005627941,0.000363716,0.0005284886,0.0006077815],"domain_scores_gemma":[0.9979992,0.0003901778,0.0003488349,0.001028223,0.00008770564,0.0001458899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001267541,0.0004298979,0.1094047,0.0011559,0.001110548,0.0001222136,0.4756879,0.000003387025,0.00006650255,0.1909551,0.01157994,0.2082164],"study_design_scores_gemma":[0.00869279,0.001898497,0.1406387,0.01696959,0.0006274154,0.0001972291,0.1039691,0.00000105856,0.0002095566,0.02998486,0.6946693,0.002141854],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.305727,0.1313379,0.0003197587,0.1241746,0.002840252,0.02846003,0.000172129,0.001125944,0.4058424],"genre_scores_gemma":[0.8912745,0.001607976,0.00006936849,0.01208121,0.0001383365,0.0001894145,0.00006892892,0.00009135816,0.0944789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6830894,"threshold_uncertainty_score":0.984676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04925401362600196,"score_gpt":0.3333336420979365,"score_spread":0.2840796284719345,"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."}}