{"id":"W4408718749","doi":"10.1111/ppe.70015","title":"Surviving Severe Bleeding After Childbirth: Consequences Along the Life Course?","year":2025,"lang":"en","type":"article","venue":"Paediatric and Perinatal Epidemiology","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"National Institute of Environmental Health Sciences; National Heart, Lung, and Blood Institute","keywords":"Medicine; Childbirth; Course (navigation); Life course approach; Obstetrics; Pregnancy; General surgery; Developmental psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001157103,0.0001652734,0.00048923,0.0000714394,0.0001960547,0.00000892462,0.0000978192,0.0001587984,0.000194894],"category_scores_gemma":[0.001166174,0.00009975305,0.00009090549,0.0001860173,0.0003354999,0.00004932916,0.0001208122,0.0003708744,0.00001896592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001710452,"about_ca_system_score_gemma":0.000156728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001143012,"about_ca_topic_score_gemma":0.00009407577,"domain_scores_codex":[0.9985474,0.0002646473,0.0004145427,0.000309672,0.0000786497,0.0003850307],"domain_scores_gemma":[0.9977216,0.001777306,0.00009668188,0.000166213,0.00005547401,0.0001827541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001507906,0.00001122033,0.9859728,0.0005453436,0.00005902734,0.00004781166,0.0001403621,0.000002117655,0.000002877156,0.00399501,0.0004802704,0.008592418],"study_design_scores_gemma":[0.0003962239,0.00009721273,0.9914514,0.0001081762,0.0001066836,0.0003788073,0.000278542,0.0002609766,0.000003205039,0.001220287,0.005590209,0.0001082151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9046635,0.06291205,0.00008890791,0.02891858,0.0005780784,0.0002631723,0.00002937439,0.00004624182,0.002500086],"genre_scores_gemma":[0.9873218,0.0028858,0.0001601906,0.008226448,0.0004326348,0.0000409472,0.000007971561,0.000007970081,0.0009162284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08265831,"threshold_uncertainty_score":0.4067811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02690213685466471,"score_gpt":0.3240173795284702,"score_spread":0.2971152426738055,"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."}}