{"id":"W4412493495","doi":"10.1182/bloodadvances.2025016651","title":"High-grade B-cell lymphoma, not otherwise specified: an LLMPP study","year":2025,"lang":"en","type":"article","venue":"Blood Advances","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; BC Cancer Agency; Simon Fraser University; University of Toronto; University Health Network; Spinal Cord Injury BC; University of British Columbia","funders":"Canadian Cancer Society Research Institute; Canadian Institutes of Health Research; Genome British Columbia; National Cancer Institute; Genome Canada","keywords":"Diffuse large B-cell lymphoma; Lymphoma; Not Otherwise Specified; Cell of origin; Biology; Germinal center; Population; Cancer research; Oncology; Pathology; Medicine; B cell; Internal medicine; Cancer; Immunology; Antibody","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006714176,0.0003940061,0.000351053,0.0007983719,0.0007079907,0.001118326,0.0004535746,0.0004915372,0.001874863],"category_scores_gemma":[0.001323435,0.0003372392,0.0003428547,0.001010444,0.0003784274,0.00078559,0.00119544,0.0006174704,0.0008323546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004043259,"about_ca_system_score_gemma":0.0003408887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001487282,"about_ca_topic_score_gemma":0.001610124,"domain_scores_codex":[0.9995572,0.00009858929,0.00004492566,0.0001473115,0.00007761733,0.00007438342],"domain_scores_gemma":[0.9993186,0.0001100974,0.0001200819,0.0001110891,0.0001099097,0.0002301495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003820846,0.0001476343,0.9926413,0.00003454158,0.00006380524,0.001888009,0.0002655607,0.00002058243,0.001195009,0.00005361816,0.0003092031,0.002998739],"study_design_scores_gemma":[0.00007318778,0.0004066952,0.9895474,0.0000365387,0.0001297042,0.006648361,0.0009251017,0.0002582557,0.0002048814,0.0001026581,0.001656673,0.0000105359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987372,0.0002210877,0.0001488577,0.00003399159,0.000003709728,0.00002899743,0.0003503071,0.000003856043,0.0004720899],"genre_scores_gemma":[0.998467,0.000145795,0.00009755002,0.00007597971,0.00002087407,0.00002230912,0.001026468,0.000006134506,0.000137893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001874863,"threshold_uncertainty_score":0.006272018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410312446159241,"score_gpt":0.2886159136219906,"score_spread":0.2745127891603982,"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."}}