{"id":"W4417009796","doi":"10.1182/blood-2025-2748","title":"Real world population-based outcome analysis of small lymphocytic lymphoma (SLL) in British Columbia (BC)","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Leukemia & Lymphoma Society of Canada; Spinal Cord Injury BC; University of British Columbia","funders":"","keywords":"Chronic lymphocytic leukemia; Lymphoma; Epidemiology; Cohort; Somatic evolution in cancer; Natural history; Survival analysis; Bone marrow; Leukemia; Incidence (geometry)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005449909,0.0002995515,0.0003797421,0.001256398,0.001254682,0.0009837019,0.0009484641,0.0004054226,0.001454402],"category_scores_gemma":[0.001642927,0.0002467605,0.0002750228,0.003460908,0.0004282756,0.0002509168,0.000743043,0.0005487647,0.0002877218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01075618,"about_ca_system_score_gemma":0.007253786,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9486192,"about_ca_topic_score_gemma":0.9536938,"domain_scores_codex":[0.9993567,0.00009434713,0.00005846052,0.0001577531,0.0001608245,0.0001719322],"domain_scores_gemma":[0.998175,0.0001296634,0.0003630713,0.0001142973,0.0007668443,0.0004511227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000875983,0.00002117339,0.997587,0.00001502369,0.00003836127,0.0000728683,0.0000969327,0.000109554,0.0001235757,0.00001990272,0.0005881268,0.001240038],"study_design_scores_gemma":[0.00001191854,0.0000273436,0.9985389,0.00001135598,0.00002716978,0.00008797646,0.0004017899,0.0003347138,0.00003346555,0.00001721682,0.000503068,0.000005159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935536,0.0002356328,0.00007765679,0.00009440855,0.000004487259,0.00003210368,0.00524575,0.000008820761,0.0007475139],"genre_scores_gemma":[0.9968401,0.0001281165,0.00007964428,0.00005864917,0.000003411194,0.00002435852,0.002580067,0.000002845349,0.0002827062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05138075,"threshold_uncertainty_score":0.1033666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01871223548760332,"score_gpt":0.298038738411654,"score_spread":0.2793265029240506,"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."}}