{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05954687,0.0005728151,0.0007299153,0.002893923,0.0003951014,0.001153768,0.0007556342,0.0004818247,0.0008477975],"category_scores_gemma":[0.09610433,0.0003797319,0.0008815011,0.0009008647,0.001243013,0.0008301194,0.001850591,0.0008021775,0.0005594437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004824506,"about_ca_system_score_gemma":0.0006902944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001329374,"about_ca_topic_score_gemma":0.001980606,"domain_scores_codex":[0.9623476,0.01979007,0.00487329,0.004026853,0.008325718,0.000636382],"domain_scores_gemma":[0.8726442,0.05460349,0.0212766,0.01470062,0.03508477,0.001690274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009294907,0.00008993872,0.9469692,0.0003387974,0.0006524235,0.0001035851,0.001845805,0.001722401,0.002466878,0.0003437414,0.001060144,0.04347758],"study_design_scores_gemma":[0.00009778544,0.001275066,0.9742253,0.0003867733,0.0005140153,0.000784844,0.001044211,0.01225846,0.004543921,0.001219644,0.003576696,0.00007325167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514801,0.003019487,0.03437543,0.0002739067,0.0002712738,0.0006367069,0.0007036726,0.0003046635,0.008934679],"genre_scores_gemma":[0.9892349,0.0002206752,0.009528409,0.00006207344,0.00005287927,0.0001700659,0.0004155288,0.00003593968,0.0002794343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05954687,"threshold_uncertainty_score":0.3149177,"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."}}