{"id":"W4205150760","doi":"10.1503/cmaj.210841","title":"Maternal and neonatal trauma following operative vaginal delivery","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of British Columbia; Université Laval; Izaak Walton Killam Health Centre; Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Forceps; Birth trauma; Vaginal delivery; Obstetrics; Confidence interval; Childbirth; Birth injury; Incidence (geometry); Odds ratio; Pregnancy; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009986293,0.00008960901,0.0001772408,0.0001572637,0.0007143061,0.00006289922,0.0001023073,0.00008379955,0.02262061],"category_scores_gemma":[0.0001255359,0.00008268465,0.000115985,0.0001062566,0.00001919145,0.0001062979,0.00003855264,0.001003419,0.00003777844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009288134,"about_ca_system_score_gemma":0.001090714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007237272,"about_ca_topic_score_gemma":0.006172255,"domain_scores_codex":[0.9980079,0.0001520152,0.0003362746,0.0001240543,0.001036968,0.0003427682],"domain_scores_gemma":[0.9983177,0.00004330055,0.00009852832,0.0000463951,0.0001038111,0.001390308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001727138,0.00006874112,0.5273734,0.0001238348,0.0003466151,0.01242189,0.001030951,0.00000613472,0.00001531264,0.0006593456,0.03128941,0.4264917],"study_design_scores_gemma":[0.002028821,0.0003488764,0.1827406,0.00008666739,0.00002309806,0.009161356,0.0005032208,0.0004168191,0.00002481524,0.0001113596,0.8044474,0.000106924],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97864,0.0002003178,0.00002888258,0.01775278,0.0009430007,0.0004695569,0.00009958663,0.00001261183,0.001853267],"genre_scores_gemma":[0.986303,0.00001397321,0.0001119673,0.007418669,0.000588176,0.0001554997,0.000009291014,0.00001185456,0.005387594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.773158,"threshold_uncertainty_score":0.9993736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01272420793884487,"score_gpt":0.2943737976602335,"score_spread":0.2816495897213886,"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."}}