{"id":"W3089887531","doi":"10.1097/aln.0000000000003572","title":"Perioperative Opioid Administration","year":2020,"lang":"en","type":"review","venue":"Anesthesiology","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":253,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Joseph’s Healthcare Hamilton; St. Michael's Hospital","funders":"","keywords":"Medicine; Perioperative; Opioid; Intensive care medicine; Anesthesia; Medical prescription; Pharmacology; Internal medicine","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":[],"category_scores_codex":[0.0001413182,0.0003762455,0.001875098,0.00009954042,0.0000641869,0.00001567149,0.0001537839,0.0003995696,0.0003199823],"category_scores_gemma":[0.00005763279,0.0002687282,0.0003964179,0.0001744297,0.0001031919,0.00002408329,0.00002433405,0.0003475019,0.001429247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005740302,"about_ca_system_score_gemma":0.0005231866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005588031,"about_ca_topic_score_gemma":0.000001172359,"domain_scores_codex":[0.998432,0.0002975905,0.0004427244,0.0004749869,0.0001172269,0.0002354341],"domain_scores_gemma":[0.9991624,0.0001449403,0.0001781858,0.000332718,0.0000350915,0.0001466991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004474483,0.00006281269,0.0002189416,0.008445722,0.000176335,0.002847238,0.0001509896,2.91031e-8,2.289591e-7,0.002898521,0.002993881,0.9821606],"study_design_scores_gemma":[0.0001372899,0.001173137,0.0002760413,0.001610895,0.0009670462,0.001588581,0.00004008916,0.000001715969,5.194001e-7,0.00001849896,0.9939591,0.0002271346],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004615048,0.9958089,0.00001034243,0.0002627031,0.00003640104,0.001112738,0.000001057146,0.00009028091,0.002631443],"genre_scores_gemma":[0.00007255135,0.9928168,0.0003361349,0.003392538,0.0003903157,0.0001913411,0.0003449472,0.00005194344,0.00240342],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9909652,"threshold_uncertainty_score":0.9999765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05294836417371908,"score_gpt":0.3460785797542531,"score_spread":0.293130215580534,"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."}}