{"id":"W1997138846","doi":"10.1007/s11920-005-0033-4","title":"Nonmedical use and abuse of scheduled medications prescribed for pain, pain-related symptoms, and psychiatric disorders: Patterns, user characteristics, and management options","year":2005,"lang":"en","type":"review","venue":"Current Psychiatry Reports","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Medicine; Psychiatry; Substance abuse; Heroin; Drug","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001088859,0.000797448,0.001920341,0.0005805892,0.0001881036,0.00007168276,0.0001233274,0.0004464977,0.00003393235],"category_scores_gemma":[0.0002411963,0.0006670696,0.0004042868,0.0003301561,0.0002535585,0.000153799,0.0001111047,0.0005056448,0.000001827684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008239713,"about_ca_system_score_gemma":0.0003464441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001022191,"about_ca_topic_score_gemma":0.00001641598,"domain_scores_codex":[0.9952878,0.0002930357,0.002204733,0.001235689,0.0004950485,0.0004836916],"domain_scores_gemma":[0.996562,0.0002928684,0.001429436,0.00104972,0.0001386527,0.0005273095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002800116,0.002553272,0.1132053,0.06430627,0.001809435,0.00001216225,0.0001904964,8.534431e-8,3.740781e-8,0.0005512869,0.00316029,0.8141833],"study_design_scores_gemma":[0.002413629,0.0004126107,0.05547256,0.02780216,0.01389087,0.0002978603,0.000117767,0.0001275626,1.564696e-8,0.0001533663,0.8985488,0.0007628379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005782104,0.9840356,0.001005139,0.0007049381,0.001818691,0.006223903,0.0003111716,0.0001048946,0.00001361606],"genre_scores_gemma":[0.0004465468,0.9913979,0.003516266,0.00008636997,0.0003180928,0.001332765,0.002639884,0.0001292391,0.0001329821],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8953885,"threshold_uncertainty_score":0.9995781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02292086874981751,"score_gpt":0.3254182428860687,"score_spread":0.3024973741362512,"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."}}