{"id":"W2059294763","doi":"10.1001/archotol.132.7.797","title":"Progressive Transformation of Germinal Centers","year":2006,"lang":"en","type":"article","venue":"Archives of Otolaryngology - Head and Neck Surgery","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Transformation (genetics); Germinal center; Biology; Genetics","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":[0.00005160406,0.0001024825,0.0004078531,0.000162087,0.00003225059,0.000002065178,0.00002322924,0.00004596829,0.00001935662],"category_scores_gemma":[0.00001259594,0.00008025035,0.0001463348,0.00005607635,0.0002383122,0.00005914179,0.00001167803,0.00004348754,0.000001403947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005834957,"about_ca_system_score_gemma":0.00005549095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001322259,"about_ca_topic_score_gemma":0.000007424426,"domain_scores_codex":[0.9992434,0.00004003508,0.0003355214,0.000132295,0.00008366355,0.0001650594],"domain_scores_gemma":[0.9993684,0.0003259985,0.0001258755,0.0001065732,0.00001813992,0.00005500428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005256364,0.000714348,0.9814925,0.0003493606,0.00008397691,0.0001847195,0.0003164104,5.299958e-7,0.004192851,0.0008605142,0.0001079598,0.01117123],"study_design_scores_gemma":[0.001245753,0.0003006246,0.9791301,0.0003338077,0.0000737298,0.0003947169,0.00001933905,0.00004349547,0.01779192,0.0002730061,0.0003348681,0.00005866411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949529,0.001352588,0.0000138902,0.0004369471,0.00004395414,0.0002331694,0.00001835915,0.0000126409,0.002935553],"genre_scores_gemma":[0.9991639,0.0002472957,0.000349202,0.00005514902,0.00002812814,0.00002432285,0.000101256,0.000006609451,0.00002414935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01359907,"threshold_uncertainty_score":0.3272514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222090257966528,"score_gpt":0.254540275841256,"score_spread":0.2423193732615907,"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."}}