{"id":"W2987336269","doi":"10.1016/j.ajogmf.2019.100071","title":"Surgical errors and complications following cesarean delivery in the United States","year":2019,"lang":"en","type":"article","venue":"American Journal of Obstetrics & Gynecology MFM","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Odds ratio; Confidence interval; Logistic regression; Complication; Cesarean delivery; Obstetrics; Surgery; Pregnancy; 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":[],"consensus_categories":[],"category_scores_codex":[0.001290253,0.0001152746,0.0003811505,0.0006130247,0.0002609901,0.00000210901,0.0003395586,0.00008895945,0.0000707744],"category_scores_gemma":[0.001954292,0.00008090327,0.00008436403,0.001495307,0.0002244795,0.0001146012,0.00005855326,0.0008873926,0.00005038802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001608564,"about_ca_system_score_gemma":0.0002622851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001186431,"about_ca_topic_score_gemma":0.00002840792,"domain_scores_codex":[0.997314,0.001145463,0.000754795,0.0001462368,0.0002850831,0.0003543748],"domain_scores_gemma":[0.982919,0.01553988,0.0009615697,0.0002200584,0.0002140279,0.0001454304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004471918,0.0001502644,0.9834987,0.00001736205,0.00006058832,0.00007257207,0.009921012,0.0005425463,0.00001118018,0.0006633044,0.0007051436,0.004312622],"study_design_scores_gemma":[0.002296725,0.0007107015,0.7536495,0.00008812856,0.00005900136,0.00004209989,0.05555893,0.000513439,9.792544e-7,0.0002346458,0.1867083,0.0001375268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896902,0.0003118619,0.000165561,0.007509058,0.00104556,0.0003175906,0.000007220241,0.0000102884,0.0009426199],"genre_scores_gemma":[0.9956712,0.0005969198,0.0003165028,0.003261907,0.0000279074,0.00001322305,0.00003113913,0.00001092843,0.00007029789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2298491,"threshold_uncertainty_score":0.3855328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03723961737563389,"score_gpt":0.365907013513889,"score_spread":0.3286673961382551,"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."}}