{"id":"W3038160788","doi":"10.1200/op.20.00043","title":"Opioid Risk Screening in an Oncology Palliative Medicine Clinic","year":2020,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine; Depression (economics); Opioid; Test (biology); Narcotic; Oncology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004041899,0.0001676484,0.0002275362,0.0005972785,0.0008351982,0.0005272336,0.0003170626,0.0004197633,0.00353063],"category_scores_gemma":[0.002957582,0.0001848445,0.0001857062,0.000495961,0.0002901338,0.0004468469,0.0006628673,0.0004914496,0.0004588866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007684174,"about_ca_system_score_gemma":0.001129208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002760552,"about_ca_topic_score_gemma":0.008790041,"domain_scores_codex":[0.9995713,0.0001215262,0.00005204608,0.00007391725,0.00009856906,0.00008267332],"domain_scores_gemma":[0.9976676,0.0004149122,0.0008088296,0.0000411162,0.0001758132,0.0008916931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006783372,0.0001508953,0.9841393,0.0000637727,0.00001439908,0.00227957,0.000254868,0.00007741787,0.0005357271,0.00003812035,0.001796257,0.01058204],"study_design_scores_gemma":[0.00003950357,0.0007107338,0.9789452,0.0002673607,0.0000407892,0.01430136,0.001200824,0.0007284528,0.000383726,0.0002249559,0.003141331,0.00001575139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991672,0.001396769,0.0002679075,0.001368961,0.00005039308,0.00009818979,0.0003296468,0.00003315222,0.004783005],"genre_scores_gemma":[0.9975021,0.0005861057,0.000608951,0.0006935972,0.0000682073,0.00003227719,0.0001799788,0.000004172799,0.0003245171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00353063,"threshold_uncertainty_score":0.01181108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.117247632443157,"score_gpt":0.4536276135374131,"score_spread":0.3363799810942562,"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."}}