{"id":"W4391545717","doi":"10.1177/20420188241227766","title":"Liver Biopsy Handling of Metabolic-Associated Fatty Liver Disease (MAFLD): the Children’s Hospital of Eastern Ontario grossing protocol","year":2024,"lang":"en","type":"article","venue":"Therapeutic Advances in Endocrinology and Metabolism","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton; Children's Hospital of Eastern Ontario; Stollery Children's Hospital; University of Ottawa","funders":"Centre Hospitalier pour Enfants de l'est de l'Ontario; Hubei University; Hubei University of Technology; Canadian Institutes of Health Research; Cancer Research Society; Cancer Research Institute","keywords":"Steatohepatitis; Medicine; Fatty liver; Hepatocellular carcinoma; Liver biopsy; Disease; Liver disease; Bioinformatics; Pathology; Internal medicine; Biopsy; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006578874,0.0007914372,0.0009287923,0.001937419,0.003143326,0.001832273,0.002787266,0.001704284,0.06792736],"category_scores_gemma":[0.01355039,0.0007303012,0.0007720793,0.00112121,0.001086219,0.0009658028,0.002495572,0.001907648,0.01446768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009604725,"about_ca_system_score_gemma":0.04300266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1551654,"about_ca_topic_score_gemma":0.2894551,"domain_scores_codex":[0.9962914,0.0009541715,0.0008087606,0.0004624574,0.0009782991,0.0005048869],"domain_scores_gemma":[0.9846709,0.0009752476,0.001225504,0.001737227,0.009155738,0.002235392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006950907,0.0002200901,0.01270056,0.003033282,0.00005741279,0.003443649,0.002395874,0.0004487278,0.003473996,0.006328535,0.8286853,0.1385174],"study_design_scores_gemma":[0.0002248774,0.0001944323,0.04858898,0.004660187,0.00005015158,0.002229327,0.00135356,0.0003118802,0.00161539,0.002036923,0.9386437,0.00009047738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"protocol","genre_scores_codex":[0.03338613,0.01613762,0.0576446,0.06852335,0.008970916,0.2924789,0.08724465,0.003762966,0.4318509],"genre_scores_gemma":[0.1449808,0.03045213,0.170415,0.04416147,0.004746656,0.2782858,0.07580059,0.001682838,0.2494747],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.1551654,"threshold_uncertainty_score":0.3085245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442979815135712,"score_gpt":0.2903796330012856,"score_spread":0.2759498348499285,"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."}}