{"id":"W3131535861","doi":"10.1002/hep4.1687","title":"Multiparametric Magnetic Resonance Imaging, Autoimmune Hepatitis, and Prediction of Disease Activity","year":2021,"lang":"en","type":"article","venue":"Hepatology Communications","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"National Institute for Health and Care Research","keywords":"Medicine; Autoimmune hepatitis; Gastroenterology; Internal medicine; Liver biopsy; Receiver operating characteristic; Magnetic resonance imaging; Stage (stratigraphy); Confidence interval; Liver disease; Alanine aminotransferase; Biopsy; Hepatitis; Radiology","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":[0.001134428,0.0003403859,0.0002751308,0.000582282,0.0001440486,0.0004081544,0.0002069743,0.0004573798,0.0007494264],"category_scores_gemma":[0.004503665,0.0001534043,0.0002001214,0.0003058559,0.0002175872,0.0003907016,0.0003418674,0.0004700788,0.00020902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009598098,"about_ca_system_score_gemma":0.0000933266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003604242,"about_ca_topic_score_gemma":0.0007003286,"domain_scores_codex":[0.9995236,0.0002467513,0.00005496076,0.00005678712,0.00006933659,0.00004851667],"domain_scores_gemma":[0.9962854,0.001768437,0.001200906,0.0001742587,0.0001604186,0.0004105718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000306072,0.00005077084,0.9950532,0.000009049762,0.00003565748,0.00003938047,0.00002439345,0.000129997,0.0006124021,0.00001293715,0.00003015457,0.003695955],"study_design_scores_gemma":[0.00001461893,0.0003469019,0.9971316,0.000006428255,0.00002762506,0.0004569837,0.00003244041,0.001477869,0.0003346947,0.00005288447,0.0001130888,0.000004874034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990008,0.0004242618,0.0002504026,0.00004202131,0.000003688086,0.000004257683,0.00003985538,0.000004943391,0.0002296864],"genre_scores_gemma":[0.9995286,0.00006691268,0.0002343993,0.00001547618,0.00001411365,0.000003630159,0.00006293441,8.542793e-7,0.00007318315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001134428,"threshold_uncertainty_score":0.005999506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02445128780742033,"score_gpt":0.2850104893413873,"score_spread":0.260559201533967,"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."}}