{"id":"W4414094210","doi":"10.3390/diagnostics15182299","title":"Clinicopathological Pearls and Diagnostic Pitfalls in IgG4-Related Disease: Challenging Case Series and Literature Review","year":2025,"lang":"en","type":"article","venue":"Diagnostics","topic":"IgG4-Related and Inflammatory Diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Histopathology; Rituximab; Malignancy; Asymptomatic; Cholestasis; Serology; Disease; Inflammatory bowel disease; Retroperitoneal fibrosis","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"],"consensus_categories":[],"category_scores_codex":[0.0002982803,0.0002711918,0.0005420654,0.0001747173,0.0001180831,0.00005378384,0.00005652457,0.0002020539,0.00003755343],"category_scores_gemma":[0.0110594,0.0002262291,0.00007878349,0.0003858062,0.0001996834,0.000160851,0.0001163967,0.0004914316,0.00001214204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000281169,"about_ca_system_score_gemma":0.00008919533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002569313,"about_ca_topic_score_gemma":0.000004056926,"domain_scores_codex":[0.99843,0.0001390429,0.0005506544,0.0004323326,0.000136548,0.000311433],"domain_scores_gemma":[0.9975405,0.00166082,0.00007811111,0.0003037676,0.0001045421,0.0003122328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002974989,0.0008042824,0.6736618,0.01610394,0.0001145791,0.2683105,0.0008246672,0.00001469123,0.00001794918,0.01706073,0.008552305,0.01423695],"study_design_scores_gemma":[0.004113897,0.0005424516,0.8620275,0.1073388,0.001783979,0.009294587,0.000434836,0.0003428783,0.00001943832,0.002771202,0.01053123,0.0007992027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5222717,0.4731322,0.000003658679,0.003297944,0.0001377657,0.0006213613,0.00005574258,0.0000755388,0.0004041244],"genre_scores_gemma":[0.5437497,0.4542024,0.00004126747,0.001603885,0.00004045046,0.00005229489,0.00006724676,0.0000147045,0.000228106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.259016,"threshold_uncertainty_score":0.9972709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006963683808743976,"score_gpt":0.2826616697836668,"score_spread":0.2756979859749228,"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."}}