{"id":"W4375951005","doi":"10.1097/rhu.0000000000001975","title":"Patterns of Relapse and Complications of Immunoglobulin G4–Related Disease","year":2023,"lang":"en","type":"article","venue":"JCR Journal of Clinical Rheumatology","topic":"IgG4-Related and Inflammatory Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Cohort; Internal medicine; Atrophy; Gastroenterology; Univariate analysis; Confidence interval; Autoimmune pancreatitis; Disease; Pancreas; Surgery; Pathology; Multivariate analysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008435313,0.0001177887,0.001012055,0.000218601,0.00003688469,0.00000330468,0.0001505495,0.0002011203,0.0001296312],"category_scores_gemma":[0.003030562,0.0000920825,0.0003853021,0.0002140222,0.0002882918,0.00007542984,0.00006672792,0.0004613934,0.00003459983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000864576,"about_ca_system_score_gemma":0.0003299353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008464819,"about_ca_topic_score_gemma":7.178681e-7,"domain_scores_codex":[0.9965836,0.00021926,0.002641151,0.0001468596,0.0002356755,0.0001733982],"domain_scores_gemma":[0.9963104,0.001217534,0.001405714,0.0002948134,0.0004030616,0.0003685017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001074934,0.0004660377,0.9894699,0.0003188128,0.0004145942,0.0001553799,0.0001033231,0.00001986213,0.0002139271,0.002713332,0.002064185,0.002985734],"study_design_scores_gemma":[0.003828058,0.0004811294,0.989898,0.0009356009,0.000366156,0.0003471862,0.0001473658,0.0003697633,0.00003929471,0.001875522,0.001633187,0.00007872227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949563,0.001356983,0.00005003855,0.002902798,0.0003758504,0.0001321191,0.00003757359,0.00002209337,0.0001662777],"genre_scores_gemma":[0.9950539,0.004580628,0.00009372289,0.0001163803,0.00002037136,0.000001949557,0.00002071462,0.00001573915,0.00009656356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003223645,"threshold_uncertainty_score":0.3755015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04013410002957438,"score_gpt":0.3778381970432724,"score_spread":0.337704097013698,"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."}}