{"id":"W3149640503","doi":"10.3324/haematol.2020.274258","title":"Subtype-specific and co-occurring genetic alterations in B-cell non-Hodgkin lymphoma","year":2021,"lang":"en","type":"article","venue":"Haematologica","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Cancer Institute","keywords":"Lymphoma; Mantle cell lymphoma; Biology; Follicular lymphoma; Cancer research; Comparative genomic hybridization; B cell; Malignancy; B-cell lymphoma; Non-Hodgkin's lymphoma; Genetics; Gene; Immunology; Genome; 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":[0.00005036615,0.0001414225,0.0003444383,0.00006988121,0.00007796141,0.0000394411,0.00003822345,0.00008450305,0.000249477],"category_scores_gemma":[0.00002613789,0.0001131723,0.00005604242,0.0001570968,0.00004670188,0.00003251804,0.00004156894,0.00004535989,0.0001199526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007147786,"about_ca_system_score_gemma":0.000084998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002996372,"about_ca_topic_score_gemma":0.00003286712,"domain_scores_codex":[0.9990376,0.00004155816,0.0002462701,0.0003348924,0.0001171523,0.000222541],"domain_scores_gemma":[0.9994463,0.0001000344,0.0000464864,0.0002576335,0.00004055729,0.0001089476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009895676,0.002233249,0.9576556,0.0001639466,0.00005258757,0.01280711,0.0006392355,0.00001115587,0.002974384,0.001677891,0.003944831,0.01774106],"study_design_scores_gemma":[0.004857694,0.0002194431,0.9343644,0.0001534005,0.00005183044,0.002065413,0.0002627583,0.0002366381,0.04346262,0.0001912349,0.01393848,0.0001960696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848062,0.004353666,0.00004937225,0.0004406355,0.00006481446,0.0002363524,0.000007408862,0.00003225001,0.01000933],"genre_scores_gemma":[0.9953013,0.0009008732,0.003002262,0.0004858114,0.00003031006,0.0000773881,0.00002956564,0.00001066217,0.0001618296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04048824,"threshold_uncertainty_score":0.4615034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294369896182233,"score_gpt":0.2724843191269026,"score_spread":0.2495406201650802,"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."}}