{"id":"W4212886102","doi":"10.1093/jcag/gwab049.219","title":"A220 THE IMPACT OF DIABETES AND AGE ON PERFORMANCE OF NON-INVASIVE SERUM-BASED TESTS FOR PREDICTION OF ADVANCED FIBROSIS IN BIOPSY-PROVEN NAFLD","year":2022,"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 Health Network; McGill University; Royal Victoria Hospital; University of Toronto","funders":"","keywords":"Medicine; Internal medicine; Liver biopsy; Fatty liver; Gastroenterology; Biopsy; Diabetes mellitus; Stage (stratigraphy); Fibrosis; Liver disease; Disease; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00289705,0.0005418734,0.000395089,0.0007679222,0.0004957675,0.001141741,0.0005708623,0.0004563644,0.001308308],"category_scores_gemma":[0.008883716,0.0001748168,0.0007332604,0.0007422765,0.0003761477,0.0006331957,0.0004675205,0.0005779928,0.0003260768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001152226,"about_ca_system_score_gemma":0.001101179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03412725,"about_ca_topic_score_gemma":0.05929051,"domain_scores_codex":[0.9984345,0.0004773309,0.0001790706,0.0002229042,0.0004334131,0.0002527753],"domain_scores_gemma":[0.992635,0.00302253,0.001881577,0.0003555609,0.001189737,0.0009156349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001965826,0.00001734558,0.9981788,0.000004920128,0.00003253127,0.00001546057,0.00001869636,0.00004824921,0.00005036409,0.000005420591,0.00003828821,0.0013933],"study_design_scores_gemma":[0.000008119425,0.0002126458,0.9981129,0.00001067614,0.0000608167,0.00009348766,0.0001085995,0.001129261,0.0001186344,0.00001568733,0.0001245001,0.000004703081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979199,0.000533639,0.0001405543,0.00006954533,0.00001597806,0.00001312979,0.0002770303,0.000006796799,0.001023519],"genre_scores_gemma":[0.999491,0.00005465618,0.0001279156,0.00001911599,0.00001027769,0.000004018842,0.0001952071,0.000001328772,0.00009656432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03412725,"threshold_uncertainty_score":0.06785727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007911737035732508,"score_gpt":0.2356723334818003,"score_spread":0.2277605964460678,"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."}}