{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009820533,0.001079445,0.001708937,0.002382985,0.0003341108,0.00009259816,0.0007027963,0.0002426253,0.001920286],"category_scores_gemma":[0.0006520896,0.001230901,0.0002638557,0.001781971,0.0002498917,0.0002309929,0.0004572882,0.0008577422,0.0001845423],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01179625,"about_ca_system_score_gemma":0.009103793,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9644834,"about_ca_topic_score_gemma":0.9916952,"domain_scores_codex":[0.9903392,0.0008939959,0.001496697,0.002165143,0.0005430077,0.004561973],"domain_scores_gemma":[0.9950368,0.0007045044,0.0003086172,0.001280211,0.000222172,0.002447642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001790653,0.0008077722,0.9254892,0.000525241,0.00186306,0.01210325,0.0008323323,0.0003079944,0.00001283313,0.0006996693,0.006583461,0.05059614],"study_design_scores_gemma":[0.005920755,0.000145271,0.9725657,0.003637175,0.002668409,0.000002214659,0.001940197,0.0005322078,0.0004040381,0.0001832938,0.01118356,0.000817198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.871888,0.1101761,5.982897e-7,0.008936515,0.002283224,0.003358714,0.002088662,0.00005431787,0.001213821],"genre_scores_gemma":[0.9800912,0.004310177,0.00004301389,0.01270069,0.0000871904,0.001343805,0.0005005975,0.0000811076,0.0008422533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1082031,"threshold_uncertainty_score":0.9990141,"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."}}