{"id":"W4405366704","doi":"10.1097/hc9.0000000000000609","title":"Age-dependent differences in FIB-4 predictions of fibrosis in patients with MASLD referred from primary care","year":2024,"lang":"en","type":"article","venue":"Hepatology Communications","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"","keywords":"Transient elastography; Medicine; Triage; Population; Internal medicine; Fibrosis; Liver fibrosis; Psychiatry","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":[0.002413614,0.0002905329,0.0003569749,0.0006923958,0.0003363898,0.0008471693,0.0004727535,0.0007510225,0.001833917],"category_scores_gemma":[0.01278918,0.0003048751,0.0005969734,0.0005095505,0.0003009028,0.0005179666,0.000634305,0.0006633239,0.0003350456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004513087,"about_ca_system_score_gemma":0.000307332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004158544,"about_ca_topic_score_gemma":0.004087922,"domain_scores_codex":[0.9985912,0.0006120782,0.0001190928,0.0003491348,0.0001583892,0.0001700528],"domain_scores_gemma":[0.9921885,0.00436896,0.001942035,0.0005088425,0.0004195968,0.0005721035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001205854,0.00001634573,0.9993217,0.000002522764,0.0000258403,0.00003165274,0.00005383685,0.00008282596,0.00003858044,0.000009821096,0.00002459968,0.0002717285],"study_design_scores_gemma":[0.000007938887,0.0001128384,0.9982123,0.000005179814,0.00002906055,0.0001167242,0.0001289871,0.001253628,0.00003667555,0.00004877784,0.00004388062,0.00000395348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995854,0.00006033662,0.00009268717,0.00002187771,0.000003275864,0.000004149132,0.0001052322,0.000002365972,0.0001246362],"genre_scores_gemma":[0.9997481,0.00001517185,0.00004473409,0.00001105082,0.000004434237,0.000003659853,0.0001379607,8.968923e-7,0.00003402652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004158544,"threshold_uncertainty_score":0.01276457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02523123682996552,"score_gpt":0.2621312082092654,"score_spread":0.2368999713792999,"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."}}