{"id":"W4412739067","doi":"10.14309/ajg.0000000000003687","title":"Epidemiologic Trends in Acute, Chronic, and Pregnancy-Specific Liver Diseases in Pregnancy","year":2025,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Division of Diabetes, Endocrinology, and Metabolic Diseases","keywords":"Medicine; Cholestasis of pregnancy; Pregnancy; Acute fatty liver of pregnancy; Chronic liver disease; Preeclampsia; HELLP syndrome; Cirrhosis; Internal medicine; Liver disease; Fatty liver; Gastroenterology; Liver function tests; Viral hepatitis; Obstetrics; Disease; Gestation; Fetus","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":[0.0006889254,0.0001264495,0.0001925599,0.0008920625,0.0002357592,0.0004621826,0.0003069499,0.0002743239,0.001196425],"category_scores_gemma":[0.003069355,0.0001913132,0.0003092413,0.001816414,0.0001832594,0.0003715197,0.0003659781,0.0003640753,0.000126404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003905151,"about_ca_system_score_gemma":0.0004797534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01299267,"about_ca_topic_score_gemma":0.01116058,"domain_scores_codex":[0.999375,0.0001496437,0.0001165312,0.0001684585,0.000103976,0.00008637972],"domain_scores_gemma":[0.9980419,0.0003808818,0.001193374,0.00009021707,0.0001641994,0.000129487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001805261,0.000004959654,0.9987189,0.00001347463,0.00002384174,0.00002523072,0.00003594451,0.0000260247,0.0000425467,0.00002384422,0.00008563317,0.0009816422],"study_design_scores_gemma":[0.000001377401,0.00002167738,0.9991606,0.00002339154,0.00001662191,0.0002440169,0.0001113633,0.0001252427,0.00002842468,0.00001539429,0.0002499778,0.000001760312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916751,0.003175656,0.0002367132,0.0002307891,0.00001168476,0.00001299594,0.003533,0.00001327485,0.001110875],"genre_scores_gemma":[0.996874,0.001504809,0.0001680265,0.00004644957,0.00001428418,0.00001660476,0.001254101,0.000002288341,0.0001194409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01299267,"threshold_uncertainty_score":0.02583408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821455833455756,"score_gpt":0.2937865275733889,"score_spread":0.2755719692388313,"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."}}