{"id":"W2518824464","doi":"10.1002/cncr.30240","title":"Frequency, predictors, and outcomes of urine drug testing among patients with advanced cancer on chronic opioid therapy at an outpatient supportive care clinic","year":2016,"lang":"en","type":"article","venue":"Cancer","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Opioid; Internal medicine; Cancer; Odds ratio; Outpatient clinic; Urine; Cancer pain; Chronic pain; Stage (stratigraphy); Urinalysis; Medical record; Physical therapy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007135554,0.0002273343,0.0003732512,0.00007882067,0.00006631371,0.000005327814,0.00009207235,0.00005110939,0.000365291],"category_scores_gemma":[0.00004827798,0.0001270387,0.00004508155,0.0001102741,0.0001651222,0.0001499586,0.00003687399,0.00009389689,0.00000287652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005100435,"about_ca_system_score_gemma":0.0001303891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002280351,"about_ca_topic_score_gemma":0.0007856696,"domain_scores_codex":[0.9986727,0.00003604408,0.000298993,0.0003933111,0.0003135363,0.0002854262],"domain_scores_gemma":[0.9989058,0.0001019804,0.0002704483,0.0003334155,0.0002420865,0.0001462717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003194174,0.0001039538,0.95384,0.000150899,0.0001261932,0.000003196168,0.001627724,0.000009173509,0.0002792251,0.000001638123,0.0001287189,0.04340985],"study_design_scores_gemma":[0.005741406,0.002119668,0.9888073,0.0008157676,0.00008538595,3.408423e-8,0.000155415,0.00001201665,0.00165378,0.000005870879,0.000424107,0.000179218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958897,0.002325635,0.000005456808,0.00009988054,0.0002416347,0.0009932375,0.0001122438,0.00005088867,0.0002813046],"genre_scores_gemma":[0.9964121,0.001838251,0.0001091515,0.0001979686,0.0001110461,0.0002214645,0.00004341797,0.00003938656,0.001027196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04323063,"threshold_uncertainty_score":0.5180486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01420546796378092,"score_gpt":0.2860122660980142,"score_spread":0.2718067981342333,"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."}}