{"id":"W4411349405","doi":"10.1002/hon.70093_56","title":"56 | GENOMIC ANALYSIS OF MATURE B‐CELL LYMPHOMAS","year":2025,"lang":"en","type":"article","venue":"Hematological Oncology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Terry Fox Research Institute; Spinal Cord Injury BC; Simon Fraser University; Genome British Columbia","funders":"Celgene; Gilead Sciences","keywords":"B cell; Cancer research; Computational biology; Biology; Genetics; Medicine; Antibody","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":[0.0001021429,0.0001468656,0.001121306,0.0003000929,0.00003754619,0.000004057732,0.00009715423,0.0003433428,0.000738991],"category_scores_gemma":[0.00006808123,0.00009654964,0.000621427,0.000773383,0.0001265273,0.00001166669,0.00008282383,0.00008245272,0.00005431444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002864197,"about_ca_system_score_gemma":0.0002276733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003165221,"about_ca_topic_score_gemma":0.00001857298,"domain_scores_codex":[0.99889,0.00007171842,0.0004020575,0.0003046219,0.000104397,0.0002272091],"domain_scores_gemma":[0.9990185,0.0003765364,0.0001291934,0.0003118497,0.000070062,0.00009379522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000762418,0.006547275,0.8874404,0.000257238,0.007122007,0.001439066,0.0001454515,0.00003441007,0.003760933,0.06866255,0.01565704,0.008171147],"study_design_scores_gemma":[0.00566329,0.001037519,0.9045409,0.00004840061,0.01205671,0.0001413097,0.0001713009,0.0003138856,0.01029403,0.001130756,0.06443252,0.0001693798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8990943,0.003229064,0.00006335916,0.002423842,0.0001111803,0.0002599393,0.00001149199,0.00004940394,0.09475736],"genre_scores_gemma":[0.99518,0.0002317074,0.0016491,0.001802249,0.00001564458,0.00005546099,0.00004385137,0.000004620231,0.0010174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0960856,"threshold_uncertainty_score":0.8091432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158113372617889,"score_gpt":0.3204125927343742,"score_spread":0.3046012554725853,"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."}}