{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001106538,0.00007628825,0.0001585531,0.0002120289,0.00002360357,0.00001385306,0.00002680925,0.00003192896,0.00002142491],"category_scores_gemma":[0.000007923469,0.00005955735,0.0000791432,0.0002978503,0.00008963093,0.00004835865,0.00001667431,0.0001322965,0.000003219127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005554384,"about_ca_system_score_gemma":0.00002607308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005650578,"about_ca_topic_score_gemma":0.00000319686,"domain_scores_codex":[0.9994397,0.00001139112,0.0001472589,0.0001417672,0.0001257829,0.0001341257],"domain_scores_gemma":[0.999698,0.00002781487,0.00001749303,0.0001125302,0.0000348881,0.0001092947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000207585,0.00009492403,0.9088926,0.01323494,0.0001229548,0.003353688,0.0007709439,1.833718e-7,0.006298807,0.01696131,0.001503606,0.04855843],"study_design_scores_gemma":[0.002041645,0.001227244,0.8657743,0.00529102,0.0007064465,0.01596346,0.0008447782,0.05258134,0.008757791,0.00883722,0.03719132,0.0007834233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679802,0.02592766,0.0001450962,0.002970316,0.0003016453,0.0001319522,0.00002615598,0.00009433001,0.002422661],"genre_scores_gemma":[0.9977237,0.001309587,0.0003083658,0.0002506752,0.00009327027,0.000002270564,0.00000887624,0.00001345572,0.000289799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05258116,"threshold_uncertainty_score":0.2428678,"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."}}