{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001010011,0.00008730874,0.0001771579,0.0003166372,0.0001767396,0.00003449896,0.00005268213,0.00002598179,0.0001977467],"category_scores_gemma":[0.00002253536,0.00008088491,0.00004363791,0.0001776048,0.00002769662,0.00006802225,0.00001627552,0.0001832001,0.000002465196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002368103,"about_ca_system_score_gemma":0.004979222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9742668,"about_ca_topic_score_gemma":0.9981612,"domain_scores_codex":[0.9992411,0.00004643041,0.0002360771,0.0001440703,0.000140638,0.0001917156],"domain_scores_gemma":[0.9992923,0.00004253474,0.00004385997,0.0001055369,0.0001430448,0.0003727449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002380691,0.000151655,0.994706,0.00002407447,0.0001470095,0.0003881484,0.0006113466,0.0000180681,0.000006848729,0.00007256071,0.002727316,0.001123197],"study_design_scores_gemma":[0.001769985,0.00008996672,0.9944442,0.0001524653,0.0001031535,0.00003903951,0.00274004,0.00003751964,0.00001017168,0.00002686575,0.0005295337,0.00005707632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949725,0.001392351,6.311843e-7,0.0001852215,0.0002039958,0.0002216769,0.00002791599,0.000001842678,0.002993907],"genre_scores_gemma":[0.9990382,0.0001096016,0.000008998769,0.0002293784,0.00008437482,0.00001052935,0.000003879715,0.000005889306,0.0005091558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02389434,"threshold_uncertainty_score":0.8832926,"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."}}