{"id":"W4220834227","doi":"10.1002/hep.32475","title":"Reliability of histologic assessment for NAFLD and development of an expanded NAFLD activity score","year":2022,"lang":"en","type":"article","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Western University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; National Center for Advancing Translational Sciences; National Institute on Alcohol Abuse and Alcoholism","keywords":"Reliability (semiconductor); Internal medicine; Medicine; Gastroenterology","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":[0.0002447293,0.0001021943,0.0004312909,0.00006264296,0.00009865984,0.00000106174,0.00004985475,0.00004590865,0.0001061851],"category_scores_gemma":[0.00004181304,0.00008596083,0.00006066043,0.00005426418,0.00009081604,0.00003704838,0.00009209607,0.0000735397,2.471835e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002116532,"about_ca_system_score_gemma":0.0003608442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007336142,"about_ca_topic_score_gemma":0.00001762463,"domain_scores_codex":[0.9990873,0.0001090538,0.0002456266,0.0002448925,0.0001484092,0.0001646869],"domain_scores_gemma":[0.9993094,0.0001435378,0.0001480022,0.000229341,0.00007150933,0.00009825506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005254144,0.002936865,0.9850727,0.0002629511,0.0001008732,0.00001256574,0.0004327847,0.000001435026,0.001348924,0.0003460585,0.0001299487,0.008829458],"study_design_scores_gemma":[0.002546799,0.001593073,0.9777613,0.00001376101,0.0001679939,0.00003720336,0.0003214123,0.0003334307,0.01502232,0.0002093509,0.001893733,0.00009959799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984676,0.0003013043,0.000121544,0.0001746658,0.0001044584,0.0006510752,0.00005463777,0.00001522335,0.0001094426],"genre_scores_gemma":[0.992397,0.00001986766,0.006896866,0.00009258169,0.000007407524,0.0004966417,0.00006857405,0.000007754353,0.00001327954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0136734,"threshold_uncertainty_score":0.3505381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04880295822343226,"score_gpt":0.3333768139830939,"score_spread":0.2845738557596616,"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."}}