{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004675114,0.0002360874,0.0002062012,0.001019929,0.000292555,0.0006137383,0.0003974008,0.0003602617,0.002199278],"category_scores_gemma":[0.001674189,0.0001434149,0.0006769458,0.001279826,0.000185447,0.0007121521,0.0006925334,0.0007125159,0.0003117396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149573,"about_ca_system_score_gemma":0.001072305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04668818,"about_ca_topic_score_gemma":0.08298383,"domain_scores_codex":[0.9995186,0.00005854588,0.00009697695,0.0001091841,0.00009863947,0.0001179388],"domain_scores_gemma":[0.9984586,0.00009621643,0.0008935705,0.00004196727,0.0002675698,0.0002421274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005340861,0.00002282711,0.9942803,0.00005549265,0.00006188574,0.000045903,0.00006955813,0.0001539792,0.00009863883,0.00009140801,0.002058547,0.003007966],"study_design_scores_gemma":[0.000003576403,0.00002112727,0.9979725,0.0000490224,0.00001937035,0.0001546959,0.0003191176,0.0002815685,0.00007355009,0.0000416227,0.001058572,0.000005334733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675225,0.002866431,0.0002754793,0.001460029,0.0001771239,0.00002313914,0.02452374,0.00004989758,0.003101664],"genre_scores_gemma":[0.983627,0.001111265,0.0001511176,0.0003027839,0.00006429359,0.00002383461,0.01413234,0.000007801974,0.0005795495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04668818,"threshold_uncertainty_score":0.0928328,"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."}}