{"id":"W4308896439","doi":"10.1016/j.jhep.2022.10.034","title":"Enhanced diagnosis of advanced fibrosis and cirrhosis in individuals with NAFLD using FibroScan-based Agile scores","year":2022,"lang":"en","type":"article","venue":"Journal of Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":199,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Liver Centre","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Cirrhosis; Internal medicine; Logistic regression; Liver biopsy; Population; Gastroenterology; Biopsy","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":[0.004655028,0.000837449,0.0003416227,0.001508032,0.0001856301,0.0007957867,0.0004069511,0.000447437,0.001401861],"category_scores_gemma":[0.009356221,0.0002295251,0.0005267822,0.0005132001,0.0003901437,0.0007984997,0.001350065,0.0007825258,0.0004264135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000218307,"about_ca_system_score_gemma":0.0002360933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00049062,"about_ca_topic_score_gemma":0.0008948982,"domain_scores_codex":[0.9986668,0.0006804559,0.0001015834,0.0001972965,0.0002784313,0.0000754584],"domain_scores_gemma":[0.9949705,0.002060195,0.001599847,0.0003753319,0.0006709804,0.0003232145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007098393,0.00009345262,0.9791418,0.00003109016,0.00009238906,0.00006408562,0.00009034316,0.001024126,0.001052793,0.00005879476,0.000179294,0.01746203],"study_design_scores_gemma":[0.0001084361,0.002348163,0.9662679,0.00006835964,0.000203263,0.001799244,0.0002871409,0.02399722,0.003258412,0.0006219444,0.0009964798,0.00004332707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952383,0.0001876603,0.003259958,0.00005902813,0.00001108713,0.00004557332,0.0002096159,0.00004564665,0.0009431482],"genre_scores_gemma":[0.9945204,0.00006250331,0.004881477,0.00003024522,0.00001297088,0.00002562818,0.0002728763,0.000007254789,0.0001867566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004655028,"threshold_uncertainty_score":0.02461845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01383139301268611,"score_gpt":0.2729455504575702,"score_spread":0.2591141574448841,"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."}}