{"id":"W1965209601","doi":"10.1080/14767050802042175","title":"The diagnosis and management of post-cesarean section hemorrhagic shock","year":2008,"lang":"en","type":"article","venue":"The Journal of Maternal-Fetal & Neonatal Medicine","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Hemorrhagic shock; Section (typography); Medicine; Shock (circulatory); Internal medicine; Computer science; Operating system","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":[0.0007344152,0.0001358905,0.0003249399,0.00008633328,0.0002488545,0.000004964408,0.0002079954,0.00003341291,0.00008302955],"category_scores_gemma":[0.00006496993,0.00006341202,0.00009067426,0.0001717556,0.0004257593,0.0001108535,0.00007175219,0.000246699,0.000005693279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003429517,"about_ca_system_score_gemma":0.00002504027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001104303,"about_ca_topic_score_gemma":0.000006208679,"domain_scores_codex":[0.9985785,0.00008492594,0.0005708587,0.00008719488,0.0005180613,0.0001604077],"domain_scores_gemma":[0.9986184,0.0003609877,0.0004243172,0.000241517,0.0002290327,0.0001257332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02217107,0.0009945822,0.1522847,0.002008125,0.003782298,0.003795791,0.00747159,0.0001113435,0.0415567,0.003361756,0.01731417,0.7451479],"study_design_scores_gemma":[0.003316116,0.003207282,0.8926003,0.002172895,0.001504838,0.05355304,0.003101495,0.00018425,0.01616316,0.000998612,0.02297734,0.0002206529],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784871,0.007070391,0.000245797,0.01301222,0.0003750088,0.0002245952,0.00000396486,0.000008625761,0.0005722617],"genre_scores_gemma":[0.9814756,0.01692345,0.0001220718,0.0003425537,0.0003848801,0.000007106656,0.000002365194,0.00001284512,0.0007291603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7449272,"threshold_uncertainty_score":0.2585867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02051525079239708,"score_gpt":0.2635411997984147,"score_spread":0.2430259490060176,"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."}}