{"id":"W4297464661","doi":"10.3390/curroncol29100560","title":"A Canadian Perspective on the Treatment of Waldenström Macroglobulinemia","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fluidigm (Canada); Princess Margaret Cancer Centre; Foothills Medical Centre; Impact; University of Calgary; Spinal Cord Injury BC; Nova Scotia Health Authority; Dalhousie University; Jewish General Hospital","funders":"","keywords":"Medicine; Lymphoplasmacytic Lymphoma; Rituximab; Bendamustine; Ibrutinib; Waldenstrom macroglobulinemia; Chemoimmunotherapy; Bortezomib; Bruton's tyrosine kinase; Oncology; Purine analogue; Fludarabine; Internal medicine; Immunology; Multiple myeloma; Lymphoma; Chronic lymphocytic leukemia; Tyrosine kinase; Chemotherapy; Leukemia; Cyclophosphamide","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001706856,0.0001130184,0.0002712172,0.00015373,0.000176162,0.000003362352,0.0001583468,0.00004283481,0.002372116],"category_scores_gemma":[0.00009958797,0.00007450797,0.0001187187,0.0002523111,0.0001467871,0.000006656066,0.00005056969,0.0002600315,0.00006933838],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1374285,"about_ca_system_score_gemma":0.0192498,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0809643,"about_ca_topic_score_gemma":0.02477943,"domain_scores_codex":[0.9987478,0.0001662364,0.000173518,0.0002406112,0.0003093223,0.0003624779],"domain_scores_gemma":[0.9989642,0.0002841961,0.00005813322,0.0003628417,0.0001211674,0.0002094786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006510707,0.01721631,0.0121951,0.0002005569,0.001576266,0.005468684,0.05349589,0.0004961885,0.001259231,0.1269237,0.2353623,0.5392951],"study_design_scores_gemma":[0.01208369,0.0103973,0.0006040271,0.00001962109,0.0001083176,0.00055667,0.007058128,0.002494724,0.0006475406,0.0005608287,0.9653583,0.000110876],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9531276,0.002307155,0.00000150782,0.01664524,0.0007648509,0.0009549005,0.00009086602,0.00001914079,0.0260888],"genre_scores_gemma":[0.9979094,0.000298059,0.00001650293,0.0002754096,0.0001977712,0.0002631028,0.00002569345,0.00001408461,0.001000012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.729996,"threshold_uncertainty_score":0.9985399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020832231308342,"score_gpt":0.4293196667292178,"score_spread":0.3272364435983837,"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."}}