{"id":"W2921215040","doi":"10.1097/01.ogx.0000553986.21678.95","title":"Global Epidemiology of Use of and Disparities in Caesarean Sections","year":2019,"lang":"en","type":"article","venue":"Obstetrical & Gynecological Survey","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Caesarean delivery; Epidemiology; Cesarean delivery; Maternal morbidity; Obstetrics; Caesarean section; Pregnancy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0004768639,0.00008764731,0.0005684568,0.00007658225,0.00001649801,0.00000183319,0.00005328302,0.0001639674,0.0006030402],"category_scores_gemma":[0.009064763,0.00006173649,0.00008466926,0.000411596,0.0001414409,0.00004101594,0.00008169908,0.000151657,0.00001036207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007040904,"about_ca_system_score_gemma":0.00002497454,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01063804,"about_ca_topic_score_gemma":0.001292187,"domain_scores_codex":[0.9984664,0.0004557087,0.0005726952,0.0001919377,0.00009199277,0.0002213209],"domain_scores_gemma":[0.9936416,0.005881774,0.0001137038,0.0001309913,0.00009597755,0.0001360233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001523684,0.0003191119,0.9947931,0.0003082613,0.00001215019,0.000008598319,0.000005070092,0.00001696144,0.00000582592,0.002539249,0.00005373349,0.001785617],"study_design_scores_gemma":[0.0005119269,0.00102908,0.9964988,0.0000481441,0.000005492637,0.00001619735,0.000008522963,0.000271015,0.000006514566,0.0005072016,0.001044456,0.00005268386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979547,0.000674192,0.0000436295,0.0001795891,0.0002006509,0.0002277493,0.0003051536,0.0000109063,0.0004034214],"genre_scores_gemma":[0.9983749,0.00009909221,0.000324083,0.0001529478,0.000006728816,0.000007375195,0.0000273838,0.000003060896,0.001004453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009345857,"threshold_uncertainty_score":0.9992823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1552649869419587,"score_gpt":0.3857381661155176,"score_spread":0.2304731791735589,"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."}}