{"id":"W2505433016","doi":"10.1038/srep30342","title":"Surgical management of postpartum haemorrhage: survey of French obstetricians","year":2016,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal General Hospital","funders":"","keywords":"Medicine; Hysterectomy; Postpartum haemorrhage; Obstetrics; Gynecology; Family medicine; Pregnancy; 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":[0.002362317,0.0001610321,0.0002242014,0.001382394,0.0003362734,0.0005109826,0.0002574565,0.0004319907,0.001468318],"category_scores_gemma":[0.006521964,0.0001657993,0.0002279183,0.00124356,0.0003195976,0.0004285846,0.0002511255,0.0002409432,0.0002272422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001386575,"about_ca_system_score_gemma":0.001146092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0353424,"about_ca_topic_score_gemma":0.02217031,"domain_scores_codex":[0.9983681,0.0007879891,0.0001455031,0.0001172367,0.000331138,0.0002500906],"domain_scores_gemma":[0.9948418,0.001512211,0.002103923,0.0001031838,0.0009919147,0.0004470547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001122443,0.00009028539,0.9738451,0.0001689089,0.00003391865,0.0003217253,0.005197382,0.00009353423,0.0005248304,0.00007960845,0.001443266,0.01808917],"study_design_scores_gemma":[0.000009245077,0.0002397802,0.9907684,0.00006008006,0.000009148329,0.0005534489,0.005203832,0.0001281258,0.00008102471,0.00001205016,0.002925502,0.000009268286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969709,0.0008806793,0.0000754468,0.0006777936,0.000008308924,0.00001621523,0.0003266445,0.000005618364,0.001038374],"genre_scores_gemma":[0.9981977,0.0009254398,0.0001526017,0.0002545312,0.00002420827,0.00002122759,0.0001940884,0.000001063778,0.0002291362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0353424,"threshold_uncertainty_score":0.07027334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03546083873412212,"score_gpt":0.3028113863842248,"score_spread":0.2673505476501027,"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."}}