{"id":"W3168093727","doi":"10.1007/s42399-021-00957-6","title":"IgG4-Related Disease as Mimicker of Malignancy","year":2021,"lang":"en","type":"article","venue":"SN Comprehensive Clinical Medicine","topic":"IgG4-Related and Inflammatory Diseases","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"","keywords":"Medicine; Malignancy; Radiology; Pancreatic cancer; Biopsy; Disease; Differential diagnosis; Cancer; Surgery; Pathology; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002658333,0.0003574465,0.001379525,0.0001488554,0.00008239973,0.000005883031,0.0001730391,0.0002851678,0.005151165],"category_scores_gemma":[0.004416479,0.0002773299,0.000547726,0.0005668784,0.001066437,0.00008308505,0.0001441385,0.0006406927,0.000523067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003413418,"about_ca_system_score_gemma":0.0007177897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001613248,"about_ca_topic_score_gemma":9.767765e-7,"domain_scores_codex":[0.9959383,0.0003385917,0.001918572,0.0007028923,0.0006721808,0.0004294467],"domain_scores_gemma":[0.9948848,0.001068338,0.0004084847,0.0009864805,0.001518428,0.001133488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01050098,0.008240625,0.5383208,0.00476907,0.005249315,0.03347462,0.001190403,0.00006137434,0.04638961,0.04149856,0.2550508,0.05525388],"study_design_scores_gemma":[0.01999283,0.002527834,0.8333848,0.007539961,0.003183091,0.0003894483,0.001086501,0.0003957419,0.002697821,0.007927734,0.1201676,0.0007066603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953056,0.01576795,0.00002222465,0.01310195,0.001930351,0.0005521788,0.00003566406,0.0001586983,0.01537497],"genre_scores_gemma":[0.9812765,0.002402343,0.0001851114,0.01031938,0.0007838906,0.00001535653,0.00032193,0.00006270243,0.00463283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.295064,"threshold_uncertainty_score":0.9999679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05482014766130992,"score_gpt":0.3897995785395564,"score_spread":0.3349794308782464,"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."}}