{"id":"W4306249959","doi":"10.1182/bloodadvances.2022007360","title":"Transformation of FL into DLBCL with a PMBL gene expression signature","year":2022,"lang":"en","type":"article","venue":"Blood Advances","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC","funders":"National Cancer Institute","keywords":"BCL6; Biology; Germinal center; Cancer research; Lymphoma; Follicular lymphoma; Diffuse large B-cell lymphoma; Genetics; B cell; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002079493,0.0002805438,0.000196947,0.0007583538,0.0002329501,0.0003961879,0.0001442186,0.0002722719,0.001384052],"category_scores_gemma":[0.0005245903,0.000127684,0.0001862368,0.0003649919,0.0002938459,0.0001959437,0.000285011,0.0002136153,0.0003379915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003940028,"about_ca_system_score_gemma":0.00009701192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007956844,"about_ca_topic_score_gemma":0.0007137542,"domain_scores_codex":[0.9998413,0.00001629235,0.00001517502,0.00004192219,0.00003372667,0.00005158062],"domain_scores_gemma":[0.9997887,0.00004411718,0.00005817145,0.00002698748,0.00002752328,0.00005454574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001520609,0.0001379139,0.6031491,0.0001236929,0.00005925908,0.02772469,0.0004655508,0.0003804697,0.3345869,0.0002591329,0.0003431354,0.0312496],"study_design_scores_gemma":[0.0001043661,0.001061127,0.8517445,0.00001714376,0.00007542705,0.108293,0.0005977502,0.001994395,0.03219899,0.00032099,0.003577314,0.00001494677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988141,0.0001329335,0.0002336115,0.00001588955,0.000001312867,0.00000956406,0.0001242094,0.00001913119,0.0006492629],"genre_scores_gemma":[0.9994586,0.00003124913,0.0001817643,0.00001619243,0.000002373174,0.000005007716,0.0002076079,0.00000303228,0.00009409777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001384052,"threshold_uncertainty_score":0.004630089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005289266285482754,"score_gpt":0.2360521989720586,"score_spread":0.2307629326865759,"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."}}