{"id":"W4394962144","doi":"10.1093/rheumatology/keae230","title":"The clinical outcomes and healthcare resource utilization in IgG4-related disease: a claims-based analysis of commercially insured adults in the United States","year":2024,"lang":"en","type":"article","venue":"Lara D. Veeken","topic":"IgG4-Related and Inflammatory Diseases","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sanofi (Canada)","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Institute of Allergy and Infectious Diseases; National Institutes of Health; Medpace; Massachusetts General Hospital; Shionogi; Sanofi; Bristol-Myers Squibb; BioCryst; Retirement Research Foundation","keywords":"Medicine; Internal medicine; Diabetes mellitus; Population; Disease; Malignancy; Health care; Cohort; Endocrinology","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":[0.001085684,0.0001671287,0.000454351,0.0005328704,0.0000954822,0.00004813584,0.0001586535,0.0001497695,0.00001532439],"category_scores_gemma":[0.0004728607,0.00009790749,0.0002105724,0.002395308,0.0002002239,0.00005859574,0.00003273693,0.0004358522,0.000002866859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004422702,"about_ca_system_score_gemma":0.0002248622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005121347,"about_ca_topic_score_gemma":0.001337511,"domain_scores_codex":[0.9975137,0.0007474814,0.0008651484,0.0002894856,0.0003451294,0.0002390883],"domain_scores_gemma":[0.9979454,0.001273664,0.0001211697,0.0004234605,0.0000988665,0.0001374586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001297054,0.0002779808,0.9887527,0.000245754,0.000453327,0.0001369885,0.001793645,0.0006675265,0.000001514281,0.001091202,0.0005083989,0.00477394],"study_design_scores_gemma":[0.001635969,0.0001237376,0.9248111,0.0005117342,0.000753539,7.242774e-7,0.0009439299,0.06435074,0.00000143066,0.000180325,0.006590561,0.00009617722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816399,0.004995583,0.000006611748,0.01247539,0.00006435048,0.0005762043,0.0001257203,0.00006149335,0.00005475641],"genre_scores_gemma":[0.9962967,0.0008901694,0.000006652577,0.001608564,0.0000197623,0.00002985414,0.001080915,0.00001981535,0.00004756717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06394154,"threshold_uncertainty_score":0.3992552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03590300454061351,"score_gpt":0.3558030871453346,"score_spread":0.3199000826047211,"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."}}