{"id":"W4410488748","doi":"10.1016/j.bneo.2025.100117","title":"Outcomes and factors influencing survival in patients with diffuse large B-cell lymphoma: a population-based analysis","year":2025,"lang":"en","type":"article","venue":"Blood Neoplasia","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Princess Margaret Cancer Centre; University of Toronto","funders":"Institut canadien d'information sur la santé; Princess Margaret Cancer Foundation; Ministry of Long-Term Care; Institute for Clinical Evaluative Sciences; Ministry of Health, Uganda; Ontario Ministry of Health and Long-Term Care","keywords":"Diffuse large B-cell lymphoma; Lymphoma; Population; Survival analysis; Medicine; Oncology; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005479405,0.0002078182,0.0005093975,0.0004464221,0.0000696318,0.00002818664,0.00004120361,0.00007405206,0.00001090448],"category_scores_gemma":[0.00004192524,0.0001424091,0.0001011244,0.0006974538,0.00001400793,0.00005518638,0.00002582922,0.0000394788,0.000001778717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001235801,"about_ca_system_score_gemma":0.00009905954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133736,"about_ca_topic_score_gemma":0.001656277,"domain_scores_codex":[0.9989244,0.00003653421,0.0002555541,0.0003096801,0.0002367002,0.0002370767],"domain_scores_gemma":[0.9993453,0.000179501,0.00007698995,0.0002564327,0.00004649848,0.00009528185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001077639,0.007427507,0.9913293,0.00004536222,0.0006722827,0.00002334408,0.0001286123,0.00001564754,0.000001917596,0.00004226246,0.000004076423,0.0002019239],"study_design_scores_gemma":[0.0463612,0.0001428468,0.9507953,0.00005466649,0.002117076,1.899967e-7,0.00007707774,0.0001077568,0.0002057998,0.000003867565,0.00001622485,0.0001180005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991773,0.00007635126,0.000007424331,0.00007697278,0.0000368636,0.0003394114,0.00003531565,0.0000364396,0.0002138912],"genre_scores_gemma":[0.9993488,0.000003611805,0.0001259412,0.0002051322,0.000004077964,0.00002747859,0.0001977554,0.00001180443,0.00007541533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04625344,"threshold_uncertainty_score":0.5807273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004499670534224287,"score_gpt":0.2224345223380903,"score_spread":0.217934851803866,"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."}}