{"id":"W2975755148","doi":"10.1136/tsaco-2019-000328","title":"Opioid stewardship after emergency laparoscopic general surgery","year":2019,"lang":"en","type":"article","venue":"Trauma Surgery & Acute Care Open","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Dosing; Medical prescription; Opioid; Narcotic; Anesthesia; Emergency medicine; Emergency department; Morphine; Retrospective cohort study; Internal medicine; Pharmacology; Nursing","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003200278,0.0005661986,0.001494234,0.0003036916,0.0001021171,0.0001246407,0.0003722302,0.0002286059,0.007117878],"category_scores_gemma":[0.00004378859,0.0005012601,0.0007158396,0.000496935,0.0000475982,0.0004478651,0.000278669,0.000276572,0.001660252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002741577,"about_ca_system_score_gemma":0.0006510409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006878998,"about_ca_topic_score_gemma":0.00006242322,"domain_scores_codex":[0.9967258,0.0001488787,0.0008410418,0.0008080848,0.0006025894,0.0008735886],"domain_scores_gemma":[0.997611,0.0001919248,0.0001928883,0.001333406,0.0002672578,0.0004035541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009068422,0.0004048836,0.929255,0.0005101777,0.0007321826,0.0004431268,0.002684334,0.000001976789,0.0003960585,0.00001975109,0.04938765,0.01525798],"study_design_scores_gemma":[0.00215366,0.0002754611,0.9343449,0.0005888947,0.0007646956,0.0000820875,0.002194059,0.000007457071,0.00762753,0.00004203161,0.05094242,0.0009767637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795129,0.003961926,0.000001848369,0.0005656886,0.003092415,0.002068327,0.0002114016,0.0001510596,0.01043446],"genre_scores_gemma":[0.9822076,0.001147489,0.0002590562,0.0009246167,0.0002929919,0.000601526,0.001188342,0.0001525286,0.01322586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01428122,"threshold_uncertainty_score":0.9997439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02361549327718156,"score_gpt":0.2997706647574345,"score_spread":0.2761551714802529,"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."}}