{"id":"W3162972902","doi":"10.1016/j.jogc.2021.04.011","title":"Canadian Enhanced Recovery After Surgery (ERAS) Cesarean Delivery Perioperative Management Survey","year":2021,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of Calgary","funders":"","keywords":"Medicine; Cesarean delivery; Perioperative; Quality management; Healthcare delivery; MEDLINE; Health care; Intensive care medicine; General surgery; Pregnancy; Surgery; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005831472,0.0002231213,0.000746273,0.0005765511,0.0001132717,0.00005142675,0.00008631667,0.0001683007,0.001032999],"category_scores_gemma":[0.002960694,0.0002071998,0.000155178,0.0007018234,0.00004641314,0.0001747097,0.00005506722,0.000441644,0.000002226556],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002812971,"about_ca_system_score_gemma":0.008976551,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2421648,"about_ca_topic_score_gemma":0.9363225,"domain_scores_codex":[0.9979028,0.000235252,0.0007087308,0.0002850846,0.0003833006,0.0004848721],"domain_scores_gemma":[0.9946576,0.003197438,0.0002799139,0.0002335634,0.0009817787,0.0006496507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001455523,0.000144907,0.7459735,0.0002124412,0.001191714,0.0895732,0.0001413257,0.00007154652,0.0001211234,0.00001011389,0.01206913,0.1503455],"study_design_scores_gemma":[0.0008304782,0.0001362735,0.979423,0.00004794444,0.0001213351,0.0002713322,0.0002568394,0.000006862097,0.0008889381,0.00001177905,0.01777599,0.0002292151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743717,0.008609103,0.00004979674,0.0004514177,0.01390046,0.0001196021,0.00008236489,0.000003824468,0.002411742],"genre_scores_gemma":[0.9922021,0.002499501,0.0003943761,0.002550631,0.00005139369,0.000007182274,0.00003419353,0.00002534809,0.002235248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6941577,"threshold_uncertainty_score":0.9998802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01120943102594649,"score_gpt":0.2148726951835642,"score_spread":0.2036632641576177,"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."}}