{"id":"W4417020279","doi":"10.1182/blood-2025-3612","title":"A retrospective population-based study of long-term treatments and outcomes inwaldenstrom macroglobulinemia in Ontario, Canada","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":"Institute for Clinical Evaluative Sciences; McMaster University; University of Toronto","funders":"","keywords":"Waldenstrom macroglobulinemia; Rituximab; Lymphoplasmacytic Lymphoma; Macroglobulinemia; Retrospective cohort study; Ibrutinib; Lymphoma; Chemotherapy regimen; Survival analysis; Cohort","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":[0.0005396308,0.0003264239,0.0004661444,0.001157398,0.002056335,0.001070656,0.001113315,0.0003825799,0.001374966],"category_scores_gemma":[0.001666569,0.0004344567,0.0004921347,0.004765212,0.000685154,0.0003933457,0.0007680352,0.0004639043,0.0002132384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01928114,"about_ca_system_score_gemma":0.02090605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9777498,"about_ca_topic_score_gemma":0.9820255,"domain_scores_codex":[0.9989752,0.00006801803,0.00009909476,0.0002138105,0.0003487843,0.0002951108],"domain_scores_gemma":[0.9978277,0.00009699873,0.0008407756,0.0001028342,0.0007770269,0.0003547728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004309162,0.00001431584,0.9984022,0.00002394903,0.0000320369,0.00006337665,0.0002659142,0.00003843196,0.0001011377,0.00002837181,0.0003962214,0.0005910142],"study_design_scores_gemma":[0.000008191296,0.00002495883,0.9986011,0.00002094096,0.00002147371,0.00006573212,0.0005099854,0.000140176,0.00002707889,0.0000111195,0.0005639167,0.000005274443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894722,0.0005323607,0.0001130399,0.0001534455,0.000008077263,0.00008736691,0.008293712,0.000008391876,0.001331516],"genre_scores_gemma":[0.9968641,0.0002713095,0.00009269879,0.00008926546,0.00000579063,0.0000417314,0.002254224,0.000002758323,0.0003780653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02225024,"threshold_uncertainty_score":0.1398951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037526589016815,"score_gpt":0.2864919621207499,"score_spread":0.2761166962305818,"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."}}