{"id":"W4417400206","doi":"10.58931/cdet.2025.3s0144","title":"Addressing Metabolic Dysfunction‑Associated Steatotic Liver Disease (MASLD) in Endocrinology settings in Canada: From Prevalence to Patient‑Centred Management","year":2025,"lang":"","type":"article","venue":"Canadian Diabetes & Endocrinology Today","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Disease; Diabetes mellitus; Liver disease; Type 2 diabetes; Metabolic syndrome; Atherosclerotic cardiovascular disease; Risk assessment","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":[0.0009743997,0.0002768428,0.0004233539,0.0009275975,0.004113121,0.001906684,0.0008840713,0.000687546,0.003869391],"category_scores_gemma":[0.004889566,0.0002155723,0.0003699965,0.001865919,0.0009902333,0.0006530166,0.002364714,0.002220268,0.0002362146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03406095,"about_ca_system_score_gemma":0.09117737,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9444739,"about_ca_topic_score_gemma":0.9761912,"domain_scores_codex":[0.9980058,0.0002250611,0.0001233558,0.0001502362,0.0008082266,0.0006873903],"domain_scores_gemma":[0.9936121,0.0003084297,0.0004938324,0.00004299839,0.001798085,0.003744608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002167754,0.0004256197,0.4392395,0.001935283,0.0001946138,0.002983584,0.003973285,0.0006913689,0.001353103,0.004061872,0.1596498,0.3852752],"study_design_scores_gemma":[0.0001848227,0.0002973737,0.8563353,0.004902628,0.0002316108,0.004034038,0.01063833,0.001595573,0.0005883594,0.002280876,0.1187344,0.0001767426],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.3952738,0.1258887,0.002573786,0.3686242,0.002365873,0.0004555999,0.003375295,0.0004211609,0.1010216],"genre_scores_gemma":[0.9033202,0.06186736,0.004448199,0.02356651,0.0008274968,0.00008507761,0.001236665,0.00006658683,0.00458192],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05552614,"threshold_uncertainty_score":0.2471306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01549333847505036,"score_gpt":0.2254674833631654,"score_spread":0.2099741448881151,"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."}}