{"id":"W4310709738","doi":"10.1007/s11695-022-06380-7","title":"Reliability of Non-invasive Liver Fibrosis Assessment Tools Versus Biopsy in Pre- and Post-bariatric Surgery Patients with Non-alcoholic Fatty Liver Disease","year":2022,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto General Hospital; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Fatty liver; Gastroenterology; Internal medicine; Gold standard (test); Fibrosis; Liver biopsy; Biopsy; Body mass index; Prospective cohort study; Nonalcoholic fatty liver disease; Surgery; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004643998,0.0003281143,0.0008272761,0.0004007748,0.0001853799,0.00003217497,0.0000881479,0.00006681176,0.0003273653],"category_scores_gemma":[0.0003385097,0.0002808156,0.0003540698,0.0006012114,0.0001185222,0.0002994035,0.000252871,0.0002151444,0.000006800189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005008902,"about_ca_system_score_gemma":0.0009504887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002188488,"about_ca_topic_score_gemma":0.00004114882,"domain_scores_codex":[0.9973956,0.0002386379,0.000514299,0.0006790659,0.0007586048,0.0004138465],"domain_scores_gemma":[0.9958471,0.002551126,0.0002805849,0.0006179613,0.0002709472,0.0004322826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003649524,0.006044814,0.9866591,0.0006628564,0.0002054436,0.0004450122,0.000253413,0.00003389933,0.00003884785,0.000004474695,0.0005543983,0.001448236],"study_design_scores_gemma":[0.002432394,0.0003847864,0.9957315,0.0002137934,0.0006541215,0.000002678613,0.00006681629,0.00006845791,0.000139839,0.000003639202,0.00001905111,0.0002829306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971004,0.0004162791,0.000003122692,0.0001054386,0.0002482394,0.001254355,0.0007965647,0.00002825448,0.00004734862],"genre_scores_gemma":[0.9980843,0.0004363008,0.0001484674,0.000124727,0.00003905009,0.0003463615,0.0007705542,0.00003231407,0.000017898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009072413,"threshold_uncertainty_score":0.9999644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01494673038432147,"score_gpt":0.2417236687810712,"score_spread":0.2267769383967497,"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."}}