{"id":"W4408083450","doi":"10.5055/jom.0926","title":"Pharmaceutical Automated Reporting: An opioid stewardship tool","year":2025,"lang":"en","type":"article","venue":"Journal of Opioid Management","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Authority; Saskatchewan Health","funders":"Health Canada","keywords":"Medicine; Stewardship (theology); Opioid; Medical physics; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00102501,0.0002714023,0.000648436,0.0005383448,0.00009468743,0.00008022997,0.0002501643,0.00009023087,0.0001658224],"category_scores_gemma":[0.0001965878,0.0002189428,0.000301221,0.0004477179,0.00005185064,0.0002105747,0.0001420987,0.0003427172,0.00002870927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003769893,"about_ca_system_score_gemma":0.0002885995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007925895,"about_ca_topic_score_gemma":6.877872e-7,"domain_scores_codex":[0.9966372,0.00007818421,0.001876939,0.0003127058,0.000699311,0.0003957025],"domain_scores_gemma":[0.9977942,0.00003914499,0.001088429,0.0005426898,0.0002973568,0.0002382003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007076466,0.02209296,0.2269472,0.01076662,0.01522184,0.0286038,0.004608188,0.0009620886,0.009253088,0.02754465,0.2314933,0.4154298],"study_design_scores_gemma":[0.01808791,0.002880877,0.635139,0.00245755,0.005243223,0.0008850112,0.00387598,0.007070961,0.01105866,0.002718218,0.3098375,0.0007451357],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670812,0.001671214,0.001398072,0.003874221,0.001669168,0.001210815,0.000004116179,0.0003302676,0.02276095],"genre_scores_gemma":[0.9774034,0.0008973126,0.0153811,0.001870219,0.0002264722,0.00003337399,0.00002035682,0.00003981001,0.00412793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4146847,"threshold_uncertainty_score":0.8928227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03262567814454645,"score_gpt":0.3759178782980406,"score_spread":0.3432922001534942,"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."}}