{"id":"W4407910640","doi":"10.3138/canlivj-2024-0009","title":"Cross-sectional study of resident physician knowledge and perceptions regarding MASLD in Canada","year":2025,"lang":"en","type":"article","venue":"Canadian Liver Journal","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; BC Innovation Council; Queen's University; University of British Columbia","funders":"","keywords":"Medicine; Family medicine; Cross-sectional study; Logistic regression; Multivariate analysis; Odds ratio; Public health; Odds; Hepatology; Univariate analysis; Health care; Internal medicine; Nursing; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009721409,0.0002125772,0.000313894,0.0009133674,0.001858791,0.0006685574,0.0006135959,0.0004483329,0.002093972],"category_scores_gemma":[0.003062922,0.0003135988,0.0003054039,0.002209136,0.000596776,0.0003228622,0.0006190254,0.0006015302,0.000223269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009775038,"about_ca_system_score_gemma":0.01512142,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9628139,"about_ca_topic_score_gemma":0.9699654,"domain_scores_codex":[0.9989599,0.00009718439,0.00007221181,0.0001224615,0.0004512941,0.0002969869],"domain_scores_gemma":[0.9965455,0.0003076334,0.0006886708,0.00005945521,0.001456135,0.0009425977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002215968,0.00005031536,0.9972263,0.00002226335,0.00001545229,0.00004505236,0.0009477615,0.0000183123,0.00009202292,0.00001397254,0.0003711786,0.001175171],"study_design_scores_gemma":[0.00000305118,0.0000410242,0.9974536,0.00001561298,0.000006077777,0.00004056242,0.002007601,0.00009305316,0.00002221989,0.000004014022,0.0003089965,0.000004040773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978648,0.0001382627,0.00004346043,0.0001955021,0.000004969895,0.00003172234,0.0009044022,0.000003673115,0.000813287],"genre_scores_gemma":[0.998921,0.0001673853,0.0001001456,0.0001296238,0.000004093966,0.0000162677,0.0004029463,0.000001314775,0.0002571936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03718615,"threshold_uncertainty_score":0.07481021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526097297075734,"score_gpt":0.2841665309062733,"score_spread":0.2689055579355159,"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."}}