{"id":"W2466379936","doi":"10.1186/s40697-016-0126-5","title":"Recognizing IgG4-Related Tubulointerstitial Nephritis","year":2016,"lang":"en","type":"review","venue":"Canadian Journal of Kidney Health and Disease","topic":"IgG4-Related and Inflammatory Diseases","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care; University of British Columbia","funders":"","keywords":"Medicine; IgG4-related disease; Pathology; Kidney disease; Interstitial nephritis; Lupus nephritis; Rituximab; Disease; Kidney; Internal medicine; Lymphoma","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003416776,0.0004408282,0.001794022,0.0009086269,0.0002775113,0.00007013261,0.0001695004,0.0002747122,0.000956896],"category_scores_gemma":[0.01485731,0.0003217958,0.000754517,0.0002217264,0.0002074069,0.0001972222,0.00001584761,0.0007024721,0.0001146526],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005533341,"about_ca_system_score_gemma":0.2101175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003523665,"about_ca_topic_score_gemma":0.00005055073,"domain_scores_codex":[0.996962,0.0002197026,0.00150431,0.0003172452,0.0002466765,0.0007500832],"domain_scores_gemma":[0.9088483,0.000078727,0.0008421718,0.0002614204,0.0002125529,0.08975685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000844495,0.00001904695,0.0001095517,0.01543826,0.0001882986,0.002591387,0.00005123175,1.341657e-8,2.357467e-8,0.00009949844,0.4012894,0.5801288],"study_design_scores_gemma":[0.001278115,0.0002878898,0.00001096173,0.1151717,0.0008981173,0.001441978,0.00002747978,6.319366e-7,1.924074e-8,0.0001608428,0.8804596,0.0002626441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001399234,0.9816471,0.000005250562,0.0144464,0.001301175,0.0005637653,0.001060992,0.00001819498,0.0009431335],"genre_scores_gemma":[0.00002923242,0.9756178,0.00002745824,0.02254053,0.000900505,0.000008162836,0.0002141479,0.00007660863,0.0005855645],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5798662,"threshold_uncertainty_score":0.9999564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02767978357005586,"score_gpt":0.3114070543159869,"score_spread":0.2837272707459311,"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."}}