{"id":"W2980625487","doi":"","title":"A Systematic Review of Interventions and Programs Targeting Appropriate Prescribing of Opioids.","year":2019,"lang":"en","type":"review","venue":"PubMed","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Université de Montréal","funders":"","keywords":"Medicine; Psychological intervention; Medical prescription; MEDLINE; Systematic review; Family medicine; Population; Health care; Psychiatry; Nursing; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009774495,0.0003395673,0.004549148,0.0001766599,0.00001540504,0.00001161819,0.000157166,0.0001334626,0.000007365431],"category_scores_gemma":[0.0008054596,0.0002259847,0.001159519,0.0003031643,0.00005086505,0.00004251801,0.0001337429,0.0001900894,0.000006151439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008649348,"about_ca_system_score_gemma":0.000110074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001759087,"about_ca_topic_score_gemma":3.33841e-7,"domain_scores_codex":[0.9968596,0.0002468679,0.001950538,0.0003498695,0.0003104518,0.00028267],"domain_scores_gemma":[0.997463,0.0001046012,0.001580419,0.0005996513,0.0001485641,0.0001037409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001534922,0.0001959757,0.00001248946,0.6990374,0.0008501552,0.000001737533,0.0000403204,3.650455e-9,1.749121e-8,0.0000227787,0.00001885754,0.2998188],"study_design_scores_gemma":[0.0003063065,0.0000736466,0.00002456171,0.9683647,0.02294245,0.00002357418,0.00004326519,9.236343e-7,8.383952e-7,0.000004441066,0.008072649,0.0001426625],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007801536,0.9749215,0.00001485885,0.00001876344,0.0001176437,0.02453283,0.00002944379,0.00003172557,0.0003254217],"genre_scores_gemma":[0.00004298754,0.9860117,0.0003380509,0.00001026434,0.00002163661,0.01283896,0.000254292,0.00005581783,0.0004262666],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2996761,"threshold_uncertainty_score":0.9215389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08154275420318066,"score_gpt":0.3281545420182145,"score_spread":0.2466117878150339,"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."}}