{"id":"W3134920666","doi":"10.1093/jcag/gwab002.215","title":"A217 NONINVASIVE ASSESSMENTS TO IDENTIFY PATIENTS WITH ADVANCED FIBROSIS DUE TO NASH: SCREENED POPULATION FROM THE REGENERATE TRIAL","year":2021,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Fibrosis; Medicine; Biopsy; Liver biopsy; Population; Indeterminate; Internal medicine; Gastroenterology; Pathology; Mathematics","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":[0.00320899,0.0005871581,0.0009198831,0.0003609035,0.0002920019,0.0008663289,0.0002971063,0.0005887602,0.001889918],"category_scores_gemma":[0.003950682,0.0002468803,0.0008537988,0.0002904733,0.000323666,0.0005964765,0.0005241708,0.000647509,0.000574005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001971777,"about_ca_system_score_gemma":0.0003037364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004148973,"about_ca_topic_score_gemma":0.0007471452,"domain_scores_codex":[0.9991189,0.0005204031,0.00006078309,0.0001402259,0.0001045777,0.00005516363],"domain_scores_gemma":[0.9986533,0.000459653,0.0003337681,0.0001620404,0.0001412044,0.0002500282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1291216,0.002729556,0.7954582,0.0004954923,0.002269069,0.0004376463,0.00024834,0.00110053,0.007761437,0.0002627913,0.0025396,0.05757577],"study_design_scores_gemma":[0.01896091,0.06134997,0.9008083,0.0002139331,0.003628573,0.001196267,0.0002909986,0.005025951,0.002467565,0.0007694891,0.0052071,0.00008095796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969124,0.0009140711,0.0003266334,0.0001267414,0.00002285865,0.0001792285,0.0006158634,0.00001520547,0.0008870053],"genre_scores_gemma":[0.9969902,0.0002659834,0.0004348245,0.0002463147,0.00007965346,0.0001838899,0.001160285,0.00000540299,0.0006334945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00320899,"threshold_uncertainty_score":0.01697099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01046607710165111,"score_gpt":0.2708067653758506,"score_spread":0.2603406882741995,"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."}}