{"id":"W2132821700","doi":"10.1002/pbc.24234","title":"Progressive transformation of germinal centers in children and adolescents: An intriguing cause of lymphadenopathy","year":2012,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Lymphadenopathy Diagnosis and Analysis","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"Pediatric Oncology Group of Ontario","keywords":"Medicine; Germinal center; Biopsy; Incidence (geometry); Dermatology; Pathology; B cell; Antibody; Immunology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001965695,0.0001377684,0.0003765805,0.0003070717,0.00002202387,0.000006342728,0.000065205,0.00007784198,0.00002919135],"category_scores_gemma":[0.0000238625,0.0001179629,0.0000670245,0.0004216065,0.00004699791,0.0003200303,0.00001787982,0.00007024455,5.949991e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004618676,"about_ca_system_score_gemma":0.0000869295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004640475,"about_ca_topic_score_gemma":0.00001224424,"domain_scores_codex":[0.9988051,0.00004677271,0.0004485003,0.000165625,0.0002660877,0.0002679224],"domain_scores_gemma":[0.9993548,0.00001367875,0.000250445,0.0001368195,0.00008456243,0.0001597434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007645813,0.001018885,0.9895431,0.0004102456,0.00007946437,0.000004909255,0.002221805,0.000004074609,0.0004434979,0.000008288628,0.00000888461,0.00618042],"study_design_scores_gemma":[0.003307139,0.0001870061,0.9893895,0.0002641713,0.001808546,0.00005517848,0.0002191453,0.00003572726,0.004614188,0.000002234507,0.000002279141,0.0001148403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816905,0.01780797,0.000006862187,0.00005306024,0.00005039325,0.0003243771,0.00004273673,0.00001080486,0.00001333791],"genre_scores_gemma":[0.9951459,0.004210809,0.00006548664,0.0000500261,0.0004520653,0.00003516135,0.00002324926,0.00001529442,0.000002032261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01359716,"threshold_uncertainty_score":0.4810386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008257932063822594,"score_gpt":0.2742514160913982,"score_spread":0.2659934840275757,"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."}}