{"id":"W4288707393","doi":"10.1111/liv.15381","title":"Changing trends in aetiology‐based hospitalizations with end‐stage liver disease in the United States from 2016 to 2019","year":2022,"lang":"en","type":"article","venue":"Liver International","topic":"Hepatitis C virus research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Liver disease; Hepatocellular carcinoma; Cirrhosis; Alcoholic liver disease; Alcoholic hepatitis; Internal medicine; Etiology; Chronic liver disease; Fatty liver; Gastroenterology; Hepatitis C; Disease; Intensive care medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002290725,0.00009304175,0.0001010634,0.001276003,0.0000737134,0.00002501284,0.0002716749,0.00001970556,0.007726185],"category_scores_gemma":[0.00006878573,0.00007199391,0.00003179654,0.0009004769,0.00004933167,0.00007249884,0.0001245262,0.0002370535,0.00005530888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000270189,"about_ca_system_score_gemma":0.0001104684,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007631044,"about_ca_topic_score_gemma":0.001214509,"domain_scores_codex":[0.9986558,0.0001836687,0.0001551104,0.0002308436,0.0005557507,0.0002188458],"domain_scores_gemma":[0.9994375,0.0001754702,0.00003478553,0.0001887089,0.00007752202,0.00008607981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009304733,0.0007638833,0.9412395,0.00001070594,0.00009121163,0.001709819,0.008938909,0.02797824,0.0000680304,0.001455519,0.01244509,0.004368647],"study_design_scores_gemma":[0.001662232,0.0002358618,0.8108135,0.00006423012,0.00001573685,0.000001945608,0.000699287,0.1185621,0.00002582601,0.00003439017,0.0677501,0.0001348461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894097,0.00007822306,0.0008040993,0.006506308,0.0001094166,0.0003386427,0.001421969,0.00002432633,0.001307276],"genre_scores_gemma":[0.9876887,0.00003660837,0.0001841345,0.003087305,0.00006638897,0.0002208672,0.00536038,0.00001563771,0.003339995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.130426,"threshold_uncertainty_score":0.9989772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02601125597727094,"score_gpt":0.3140737028347301,"score_spread":0.2880624468574592,"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."}}