{"id":"W4205095335","doi":"10.2147/jbm.s273047","title":"DIC in Pregnancy – Pathophysiology, Clinical Characteristics, Diagnostic Scores, and Treatments","year":2022,"lang":"en","type":"article","venue":"Journal of Blood Medicine","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Disseminated intravascular coagulation; Amniotic fluid embolism; Pregnancy; Partial thromboplastin time; HELLP syndrome; Prothrombin time; Fibrinogen; Coagulopathy; Amniotic fluid","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":[0.0004220243,0.0001224698,0.000730813,0.0001819377,0.00005500773,0.000002037059,0.00008012237,0.00005092089,0.0002054188],"category_scores_gemma":[0.0007168764,0.00008048662,0.00007301426,0.0001239923,0.000126719,0.00003695633,0.0000692578,0.000602732,0.000001833787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003479894,"about_ca_system_score_gemma":0.0001142173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007102203,"about_ca_topic_score_gemma":0.000004160936,"domain_scores_codex":[0.9982012,0.0001766335,0.0009515251,0.0001521807,0.0003273693,0.0001911143],"domain_scores_gemma":[0.9986955,0.0003778542,0.0004391837,0.0001314758,0.00008022434,0.0002757866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007150921,0.001008155,0.9274091,0.0003300422,0.0001326969,0.007497422,0.0003024062,2.231749e-7,0.0009145889,0.00002785968,0.0002932911,0.06136913],"study_design_scores_gemma":[0.008202974,0.01040519,0.9753034,0.00205015,0.0004788677,0.002101116,0.0001603375,0.00001219126,0.00001975409,0.0004066346,0.0007929531,0.00006641686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789224,0.01681072,0.000001890269,0.003197965,0.0007136616,0.0002368058,0.00001472551,0.000005472818,0.00009639687],"genre_scores_gemma":[0.9861184,0.01163593,0.00007106247,0.001155297,0.0006488587,0.00001085075,0.00001371187,0.00001316134,0.0003327623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06130271,"threshold_uncertainty_score":0.3282149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03375244539850988,"score_gpt":0.3494953745325306,"score_spread":0.3157429291340207,"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."}}