{"id":"W4280582101","doi":"10.1111/bjh.18241","title":"Outcomes of Hodgkin variant Richter transformation in chronic lymphocytic leukaemia and small lymphocytic lymphoma in British Columbia","year":2022,"lang":"en","type":"article","venue":"British Journal of Haematology","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of British Columbia","funders":"Servier; Gilead Sciences; AstraZeneca","keywords":"Medicine; ABVD; Internal medicine; Cohort; Population; Chronic lymphocytic leukemia; Gastroenterology; Oncology; Surgery; Chemotherapy; Leukemia; Vincristine; Cyclophosphamide","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001682895,0.0001925351,0.001639265,0.000547138,0.0001260232,0.0001041338,0.0003763131,0.0002126746,0.000425412],"category_scores_gemma":[0.0004151423,0.0003043602,0.0002209728,0.0007094053,0.0003139744,0.0002483331,0.000197837,0.0005036241,0.000003623642],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.05001711,"about_ca_system_score_gemma":0.02350289,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0786786,"about_ca_topic_score_gemma":0.09392884,"domain_scores_codex":[0.9957318,0.0005297682,0.001916009,0.0003631297,0.0007450536,0.0007142003],"domain_scores_gemma":[0.9983501,0.0004254417,0.0005507898,0.0002553404,0.000193408,0.0002248772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.001930525,0.001428076,0.09964208,0.003870545,0.0008916078,0.7091481,0.003501643,0.004337054,0.0009310088,0.0002732239,0.002367606,0.1716785],"study_design_scores_gemma":[0.07077087,0.00093919,0.1229375,0.00112389,0.0001371871,0.7876686,0.0008929935,0.0140574,0.0001291939,0.0005438947,0.0005111776,0.0002880967],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899085,0.008692565,0.00009128148,0.0001437945,0.0002449914,0.0006205589,0.00003292215,0.00001464291,0.0002508141],"genre_scores_gemma":[0.9972774,0.001796185,0.0003622948,0.0002423609,0.00004380383,0.00005538622,0.00001588114,0.00004885011,0.0001578205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1713904,"threshold_uncertainty_score":0.9999409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01386459798832359,"score_gpt":0.2579462476717944,"score_spread":0.2440816496834708,"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."}}