{"id":"W4307440076","doi":"10.1182/blood.2022018248","title":"Molecular Determinants of Clinical Outcomes In a Real-World Diffuse Large B-cell Lymphoma Population","year":2022,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; Simon Fraser University; BC Cancer Agency; Kelowna General Hospital; Spinal Cord Injury BC; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Diffuse large B-cell lymphoma; Lymphoma; Population; Germinal center; Oncology; Internal medicine; Fluorescence in situ hybridization; Biology; Cancer research; Medicine; B cell; Immunology; Antibody; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003254365,0.0001955553,0.0002488317,0.0008572878,0.0004824591,0.0007804608,0.0003337777,0.0003729666,0.0006064539],"category_scores_gemma":[0.00162372,0.00016657,0.0001016656,0.0007836568,0.000737279,0.0003315583,0.0004556207,0.0003623603,0.0001662505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007814789,"about_ca_system_score_gemma":0.0004305368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03159887,"about_ca_topic_score_gemma":0.04217291,"domain_scores_codex":[0.9994791,0.0001014473,0.00003951269,0.0001470811,0.0001196957,0.0001130329],"domain_scores_gemma":[0.9992148,0.0001390843,0.0002687571,0.00006776011,0.000123553,0.0001861346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003997422,0.000006890673,0.9984847,0.000002415721,0.00001412733,0.00007496733,0.0000621626,0.00003316221,0.0004140302,0.00000713504,0.00002785734,0.0008326216],"study_design_scores_gemma":[0.000003064501,0.00002624867,0.9991015,0.000001210735,0.000006626161,0.0003459772,0.0002345725,0.0001199674,0.00005618498,0.00001687813,0.0000852875,0.000002498731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996507,0.00009765458,0.00004174295,0.00002132932,9.32816e-7,0.000002199029,0.00008181701,0.000001902963,0.000101611],"genre_scores_gemma":[0.999696,0.00005254835,0.00002015231,0.00001119013,0.00000253852,0.000002154217,0.0001828675,0.000001067239,0.00003149966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03159887,"threshold_uncertainty_score":0.06282985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02772950040507347,"score_gpt":0.3427468016348526,"score_spread":0.3150173012297791,"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."}}