{"id":"W2051274722","doi":"10.1038/modpathol.2011.116","title":"Gray zone lymphoma: chromosomal aberrations with immunophenotypic and clinical correlations","year":2011,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":145,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Deutsche Krebshilfe; National Cancer Institute; National Institutes of Health; Michael Smith Health Research BC; Canadian Institutes of Health Research; Cancer Research Society; Alexander von Humboldt-Stiftung","keywords":"Lymphoma; Immunophenotyping; Pathology; Hematopathology; Medicine; Non-Hodgkin's lymphoma; Cytogenetics; Biology; Immunology; Chromosome; Antigen; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009592987,0.0001462746,0.0003110651,0.00005947085,0.0001325565,0.000007268723,0.000041842,0.0001466646,0.000106586],"category_scores_gemma":[0.00002637733,0.0001050332,0.00006180477,0.00007276684,0.0002586218,0.00004294848,0.00003658535,0.00007618085,0.00008375078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004659521,"about_ca_system_score_gemma":0.0001095274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007574968,"about_ca_topic_score_gemma":0.0001261315,"domain_scores_codex":[0.9990384,0.00006574706,0.0002743495,0.0003296017,0.00008736838,0.0002045354],"domain_scores_gemma":[0.9993216,0.00007202051,0.00007739229,0.000340294,0.00006457649,0.0001240647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003318557,0.002385227,0.955888,0.00001060599,0.0002341225,0.001024249,0.001713065,0.000002964988,0.000215157,0.003493382,0.0001387511,0.0345626],"study_design_scores_gemma":[0.005035673,0.001276934,0.9899755,0.00002264078,0.0003707838,0.001466327,0.00005197513,0.0006760983,0.0001134367,0.0006961873,0.0002002232,0.0001142635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897944,0.0006694008,0.003539152,0.0002769354,0.0001479895,0.0002920528,0.0000119833,0.00006750425,0.005200608],"genre_scores_gemma":[0.9934619,0.00009172707,0.005386781,0.0003115732,0.00006246394,0.00007863253,0.00004169048,0.00001987968,0.0005453378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03444834,"threshold_uncertainty_score":0.4283131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03444242583592626,"score_gpt":0.2745976102599698,"score_spread":0.2401551844240435,"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."}}