{"id":"W4393254773","doi":"10.1148/rg.230164","title":"Imaging of Antepartum and Postpartum Hemorrhage","year":2024,"lang":"en","type":"article","venue":"Radiographics","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Uterine atony; Placenta previa; Placenta accreta; Obstetrics; Uterine rupture; Endometritis; Placenta Diseases; Dehiscence; Placental abruption; Gynecology; Pregnancy; Placenta; Hysterectomy; Fetus; Surgery; Uterus","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":[0.00202077,0.0003684382,0.0004215827,0.001753748,0.0005935486,0.001650384,0.001052668,0.003189926,0.004921899],"category_scores_gemma":[0.01297933,0.0002526919,0.0002962668,0.0006333825,0.001360497,0.001438622,0.00115063,0.003661448,0.001631336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279974,"about_ca_system_score_gemma":0.001306007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00380375,"about_ca_topic_score_gemma":0.0050724,"domain_scores_codex":[0.9992071,0.0003069221,0.0001009817,0.00007849809,0.0002075895,0.00009889606],"domain_scores_gemma":[0.9963639,0.001888811,0.000307842,0.0001712046,0.0009876522,0.000280541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001364975,0.00004281827,0.01798769,0.0009528542,0.00005577179,0.0211719,0.001390436,0.0002089437,0.001754524,0.01497117,0.6275593,0.313768],"study_design_scores_gemma":[0.00004127769,0.0001108702,0.02263636,0.007348425,0.00007546184,0.1025977,0.002013493,0.0003678546,0.001328045,0.01320379,0.8502046,0.00007217532],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01428907,0.2837691,0.005152259,0.5082549,0.02324696,0.00009905358,0.0003880191,0.0003059781,0.1644946],"genre_scores_gemma":[0.2974463,0.3754388,0.009800239,0.181023,0.1025816,0.0001625637,0.0005501968,0.0002930904,0.03270425],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.004921899,"threshold_uncertainty_score":0.01646543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110671033253836,"score_gpt":0.2802555622927621,"score_spread":0.2691488519602237,"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."}}