{"id":"W2920897981","doi":"10.1097/prs.0000000000004332","title":"Addressing the Opioid Epidemic: A Review of the Role of Plastic Surgery","year":2018,"lang":"en","type":"review","venue":"Plastic & Reconstructive Surgery","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Centre; University of Toronto","funders":"","keywords":"Medicine; Opioid epidemic; Opioid; Medical prescription; Intensive care medicine; Health care; Medical emergency; Nursing; Political science","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00153737,0.0008700998,0.006075535,0.0004654204,0.0001555566,0.00001485659,0.0004124884,0.0003697175,0.0004373677],"category_scores_gemma":[0.02601457,0.0004528859,0.003751713,0.001189968,0.001333402,0.00008677473,0.0002411898,0.0007644693,0.00006768662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002646633,"about_ca_system_score_gemma":0.004073908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004899258,"about_ca_topic_score_gemma":0.000003589755,"domain_scores_codex":[0.9939524,0.001043206,0.002860643,0.0007555332,0.0007682746,0.0006199431],"domain_scores_gemma":[0.9328412,0.06169477,0.00339287,0.001387512,0.000514004,0.0001695915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005236671,0.0001864483,0.01555381,0.2158619,0.002141441,0.00001098699,0.0000750647,1.304068e-7,0.00000125573,0.00004107969,0.003487642,0.7625878],"study_design_scores_gemma":[0.0001424629,0.00004333045,0.002624509,0.67592,0.008819563,0.0005593693,0.0001323052,0.000006304483,0.00003556944,0.0001384773,0.3111339,0.0004442687],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001276342,0.9919714,0.00001228762,0.00002087585,0.004038827,0.001636151,0.0004478335,0.00003656835,0.0005596846],"genre_scores_gemma":[0.0005940783,0.9983024,0.0000787367,0.00005366258,0.000388888,0.0002934355,0.0001381889,0.0001195873,0.00003102915],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7621436,"threshold_uncertainty_score":0.9997923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09100378550398613,"score_gpt":0.3357101808108767,"score_spread":0.2447063953068905,"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."}}