{"id":"W3217520772","doi":"10.1097/01.aoa.0000796244.46369.38","title":"Quality of Labor Epidural Analgesia at a High-volume Tertiary Care Obstetric Unit: A Before-and-After Study","year":2021,"lang":"en","type":"article","venue":"Obstetric Anesthesia Digest","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Bupivacaine; Anesthesia; Fentanyl; Observational study; Bolus (digestion); Patient satisfaction; Regimen; Local anesthetic; Surgery; 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"],"consensus_categories":[],"category_scores_codex":[0.0003997865,0.0004974373,0.001105663,0.0005529679,0.0001818107,0.00005082413,0.0002376666,0.0002163695,0.0002859361],"category_scores_gemma":[0.0004861789,0.0004311166,0.0002732502,0.002269475,0.0001935462,0.0001469753,0.0001436081,0.0002857654,0.0001001807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002432833,"about_ca_system_score_gemma":0.0001879849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002893035,"about_ca_topic_score_gemma":0.0001466689,"domain_scores_codex":[0.9961101,0.0006018585,0.0009521309,0.0008216616,0.0009166616,0.0005975862],"domain_scores_gemma":[0.9970998,0.0005963481,0.0003343392,0.001109232,0.0004973169,0.0003630363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002179361,0.000814939,0.984383,0.0006506938,0.0002061092,0.005786648,0.003223551,0.000005437975,0.00004975273,0.0003261927,0.0001145436,0.004221153],"study_design_scores_gemma":[0.00261068,0.0006633982,0.9791413,0.000117289,0.0004965343,0.0003954514,0.008535283,0.00001900969,0.0001093359,0.00002184255,0.007492042,0.0003978651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887056,0.007966414,0.000008724242,0.001685752,0.00006263307,0.001095953,0.000007326281,0.0001133084,0.0003542901],"genre_scores_gemma":[0.9901067,0.0001539441,0.0003438994,0.001753044,0.0000923047,0.00011857,0.0001270223,0.00007747584,0.007227028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007812471,"threshold_uncertainty_score":0.999814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01459774527686731,"score_gpt":0.2645756497879588,"score_spread":0.2499779045110915,"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."}}