{"id":"W4205759455","doi":"10.1136/gutjnl-2021-324295","title":"Clinical, histological and molecular profiling of different stages of alcohol-related liver disease","year":2022,"lang":"en","type":"article","venue":"Gut","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute on Alcohol Abuse and Alcoholism; European Regional Development Fund; National Institute of Diabetes and Digestive and Kidney Diseases; Instituto de Salud Carlos III","keywords":"Alcoholic hepatitis; Internal medicine; Alcoholic liver disease; Steatosis; Liver disease; Gastroenterology; Fibrosis; Medicine; Cirrhosis; Cohort; Pathology; Biology","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":[0.0002754264,0.00006868284,0.0002992506,0.00005472426,0.00004857856,0.000001108825,0.00004095647,0.0000397141,0.0003655493],"category_scores_gemma":[0.0002043928,0.00005474315,0.00008334032,0.0000572851,0.000137586,0.000009365997,0.00009374248,0.0002164773,0.000003156974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002660627,"about_ca_system_score_gemma":0.00007057995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008738208,"about_ca_topic_score_gemma":3.781146e-7,"domain_scores_codex":[0.9989982,0.0001781471,0.0003539368,0.0001661349,0.0001950554,0.0001085247],"domain_scores_gemma":[0.999349,0.0001345264,0.000142714,0.0001657022,0.00003866199,0.0001693752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007131668,0.000666814,0.9765581,0.0007886384,0.00008564022,0.0002111321,0.0001223564,0.000005850988,0.01335925,0.003333307,0.0003698021,0.00378594],"study_design_scores_gemma":[0.002006991,0.0006813823,0.994866,0.00006311644,0.0001867098,0.00001143316,0.00003641887,0.0006273779,0.0005253447,0.0001662414,0.0007552005,0.00007382324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952978,0.00343919,0.0000303769,0.0005021386,0.00009410568,0.000404693,0.000014768,0.00002197764,0.0001949337],"genre_scores_gemma":[0.9988155,0.0002760295,0.0002057611,0.0004921494,0.000008714157,0.00002284635,0.00002136652,0.000007186998,0.0001504305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01830786,"threshold_uncertainty_score":0.4002509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1141596415654858,"score_gpt":0.4040180874880641,"score_spread":0.2898584459225782,"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."}}