{"id":"W3049552980","doi":"10.1097/md.0000000000021714","title":"Towards a universal definition of postpartum hemorrhage: retrospective analysis of Chinese women after vaginal delivery or cesarean section","year":2020,"lang":"en","type":"article","venue":"Medicine","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Quebec Population Health Research Network","funders":"Health Department of Sichuan Province","keywords":"Medicine; Vaginal delivery; Incidence (geometry); Obstetrics; Blood loss; Cesarean delivery; Retrospective cohort study; Pregnancy; Vaginal bleeding; Hemoglobin; Medical record; Gynecology; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003043231,0.0002807988,0.0005476507,0.001823739,0.0005818681,0.0006579621,0.0006500448,0.0003036831,0.000403294],"category_scores_gemma":[0.004605393,0.00039832,0.000473302,0.002754535,0.0006200171,0.0007813683,0.0009894897,0.0003463335,0.00008027205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000653077,"about_ca_system_score_gemma":0.001151514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01378531,"about_ca_topic_score_gemma":0.0119911,"domain_scores_codex":[0.9980429,0.0004140253,0.0005856527,0.000424277,0.0003089592,0.0002241946],"domain_scores_gemma":[0.9969044,0.0005596178,0.001442537,0.0004674382,0.0003716327,0.0002543604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001701917,0.000004032249,0.9988908,0.00001333319,0.00001680328,0.00007141534,0.0001485456,0.000009852653,0.0001017555,0.00001767895,0.00002240851,0.0006864093],"study_design_scores_gemma":[0.000002379561,0.00002666812,0.9988523,0.00001463228,0.00003546644,0.0002882479,0.0004059933,0.0001524367,0.00005534369,0.00002384906,0.0001389112,0.000003685224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998746,0.0006069861,0.0002833432,0.00006122528,0.000007099842,0.0000159645,0.0001326733,0.000002725992,0.0001439787],"genre_scores_gemma":[0.9991073,0.0002968461,0.000225087,0.00005362411,0.00001089811,0.00001783316,0.0002613611,0.000001983805,0.00002500151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01378531,"threshold_uncertainty_score":0.02741015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01920659445080676,"score_gpt":0.2724163337081136,"score_spread":0.2532097392573068,"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."}}