{"id":"W3173238062","doi":"10.1001/jamasurg.2021.2076","title":"Variations in Perceptions of Postoperative Opioid Need for Pediatric Surgical Patients","year":2021,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Sanofi; GlaxoSmithKline","keywords":"Medicine; Opioid; General surgery; MEDLINE; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001292958,0.0001090189,0.0003598981,0.0002281097,0.00004320978,0.00001161791,0.00002540977,0.00009442427,0.0002900718],"category_scores_gemma":[0.0005556857,0.0001009473,0.000197551,0.0004928891,0.00001729319,0.00008651523,0.00002349506,0.00009271048,0.00001687982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008984582,"about_ca_system_score_gemma":0.0004672655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006131126,"about_ca_topic_score_gemma":0.00001435912,"domain_scores_codex":[0.9989705,0.000070315,0.0003831191,0.0002099993,0.0001790956,0.0001869848],"domain_scores_gemma":[0.9985509,0.0007140336,0.00007014523,0.0001953348,0.0003936246,0.00007595346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001070709,0.001648332,0.9920351,0.00007856957,0.00003604282,0.00003131535,0.001044694,0.00000629449,0.00007278634,0.0002405799,0.003207894,0.0014913],"study_design_scores_gemma":[0.002389442,0.00008220707,0.9950354,0.00003939827,0.00009173877,0.000006348217,0.0005545826,0.00008303322,0.0002093238,0.00006912366,0.001346375,0.00009310065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964391,0.0002390659,0.00006961585,0.001899119,0.0002349059,0.000428488,0.0001544368,0.00001888937,0.0005163898],"genre_scores_gemma":[0.9971315,0.0002625911,0.0008774711,0.0001934092,0.00009582861,0.0001386112,0.0009338095,0.00001805402,0.0003487861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003000206,"threshold_uncertainty_score":0.411651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137135858918952,"score_gpt":0.2729688286290824,"score_spread":0.2592552427371872,"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."}}