{"id":"W2757867337","doi":"10.1111/jpc.13689","title":"Performance of fibrosis prediction scores in paediatric non‐alcoholic fatty liver disease","year":2017,"lang":"en","type":"article","venue":"Journal of Paediatrics and Child Health","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Fibrosis; Internal medicine; Gastroenterology; Fatty liver; Aspartate transaminase; Alanine transaminase; Transaminase; Disease; Cohort; Liver disease; Chronic liver disease; Cirrhosis; Alkaline phosphatase","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.006217437,0.001147316,0.0007326629,0.001763708,0.0002525366,0.0009798468,0.0004767626,0.0006762845,0.001114073],"category_scores_gemma":[0.02628793,0.0002592097,0.000785364,0.0009234028,0.0004499052,0.0009504678,0.0009687934,0.001062008,0.0004571897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005325276,"about_ca_system_score_gemma":0.0004573203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002236992,"about_ca_topic_score_gemma":0.001774726,"domain_scores_codex":[0.9966157,0.001718302,0.0002918341,0.0003720954,0.0007810899,0.0002210122],"domain_scores_gemma":[0.9858359,0.007997048,0.003566506,0.0004329662,0.001437531,0.0007300314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006474704,0.00004750738,0.975684,0.00005463161,0.000137096,0.00008090531,0.00009876501,0.002316223,0.0002528787,0.00009600352,0.0004777984,0.02010668],"study_design_scores_gemma":[0.00008136343,0.00137393,0.9629005,0.0001161557,0.0001587892,0.0008202272,0.0001863154,0.03140689,0.001483562,0.0004660776,0.0009747181,0.00003135616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923798,0.002137112,0.002841371,0.0002103181,0.00007213494,0.00004284109,0.0006182129,0.00008475097,0.001613472],"genre_scores_gemma":[0.9970054,0.0002975285,0.001899315,0.00002293184,0.0000206862,0.00001921363,0.0005698192,0.0000122499,0.0001528407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006217437,"threshold_uncertainty_score":0.03288132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01546125128686436,"score_gpt":0.2736367131189213,"score_spread":0.2581754618320569,"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."}}