{"id":"W4412442879","doi":"10.1016/j.jval.2025.04.1941","title":"EE342 Healthcare Utilization and Cost of Metabolic Dysfunction-Associated Steatotic Liver Disease (MASLD) in Ontario, Canada: An Observational Study","year":2025,"lang":"en","type":"article","venue":"Value in Health","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Observational study; Medicine; Liver dysfunction; Health care; Liver disease; Disease; Intensive care medicine; Environmental health; Internal medicine; Economics; Economic growth","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":[0.0007313511,0.0006357175,0.0009392416,0.001838256,0.002788892,0.001978753,0.002048012,0.001013292,0.003415497],"category_scores_gemma":[0.004308305,0.0009360862,0.00206126,0.008703255,0.000750177,0.0007339431,0.001330008,0.00154008,0.0004043292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05079309,"about_ca_system_score_gemma":0.06508436,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9979705,"about_ca_topic_score_gemma":0.9984402,"domain_scores_codex":[0.9980808,0.0001845645,0.0002388346,0.0002576929,0.0005673076,0.000670798],"domain_scores_gemma":[0.9943487,0.0003164023,0.001555635,0.0002386205,0.002239949,0.001300701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001422158,0.0000577477,0.9949564,0.0001002122,0.0002522864,0.00008488564,0.0002680138,0.0001886823,0.00006792703,0.0001663126,0.002308707,0.001406475],"study_design_scores_gemma":[0.0000342187,0.00002276142,0.9974983,0.00009171645,0.00009778913,0.00004973339,0.0006066214,0.0003790973,0.00002534403,0.0000342439,0.001141519,0.00001869188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9419007,0.002362808,0.0002190857,0.00102585,0.00005068579,0.0001780258,0.04954163,0.00002753619,0.004693762],"genre_scores_gemma":[0.9854792,0.0013219,0.0003378987,0.0003909599,0.00002410005,0.0001040466,0.009779201,0.00001489265,0.002547746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05079309,"threshold_uncertainty_score":0.3685314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1881926523713452,"score_gpt":0.3493950312016761,"score_spread":0.1612023788303309,"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."}}