{"id":"W2588541500","doi":"10.1016/j.ajog.2017.02.017","title":"Prediction of cesarean delivery in the term nulliparous woman: results from the prospective, multicenter Genesis study","year":2017,"lang":"en","type":"article","venue":"American Journal of Obstetrics and Gynecology","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Obstetrics; Logistic regression; Childbirth; Vaginal delivery; Prospective cohort study; Gestation; Pregnancy; Gestational age; Gynecology; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00144259,0.0006216265,0.0005864559,0.0004504899,0.0004717915,0.0007503125,0.0006593547,0.0007218063,0.000884383],"category_scores_gemma":[0.003805091,0.0005739477,0.0007322036,0.0006378788,0.0004145874,0.000500657,0.0009236725,0.0009000448,0.0002168081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002602832,"about_ca_system_score_gemma":0.000366975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005569967,"about_ca_topic_score_gemma":0.004629918,"domain_scores_codex":[0.9993205,0.0003511752,0.00004727041,0.0001274799,0.00008873487,0.00006480544],"domain_scores_gemma":[0.9979031,0.0006461913,0.0006886193,0.0002524467,0.0001343284,0.0003752906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006374068,0.00005087126,0.9984686,0.000003746383,0.00007244094,0.00005866396,0.00007448324,0.00002789685,0.000173263,0.00001493142,0.00004146329,0.0003762864],"study_design_scores_gemma":[0.00007123667,0.0002585057,0.9987473,0.000004406624,0.0001220575,0.0001526696,0.0002380855,0.0002457191,0.00005019622,0.00002042414,0.00008371244,0.000005562489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995932,0.00008337659,0.00003760157,0.00002777318,0.000004620661,0.000004446969,0.0001440999,0.000001254323,0.0001035714],"genre_scores_gemma":[0.9992187,0.00009843662,0.00009451393,0.00002166085,0.0000159556,0.00001027517,0.0003757049,0.000002978064,0.0001616032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005569967,"threshold_uncertainty_score":0.01107508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03752530650846121,"score_gpt":0.3134993082380548,"score_spread":0.2759740017295936,"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."}}