{"id":"W4414654223","doi":"10.3390/curroncol32100550","title":"From Chronic Lymphocytic Leukemia to Plasmablastic Myeloma: Beyond the Usual Richter Transformation","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Chronic lymphocytic leukemia; Transformation (genetics); Malignant transformation; Plasmablastic lymphoma; Leukemia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003942742,0.0004860834,0.0003152111,0.00072554,0.0006296587,0.0007761706,0.0003789944,0.0009484442,0.001771376],"category_scores_gemma":[0.001333074,0.000155826,0.0002344016,0.0006473554,0.0009843042,0.0008860606,0.001061957,0.001221337,0.000768899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000480045,"about_ca_system_score_gemma":0.0004477301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005463337,"about_ca_topic_score_gemma":0.0008018081,"domain_scores_codex":[0.9996718,0.00006758301,0.00004736131,0.00006593527,0.000054311,0.00009302586],"domain_scores_gemma":[0.9993986,0.0001926012,0.0001559057,0.00008679661,0.00006252548,0.00010352],"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":[0.0008161389,0.0001439705,0.2276812,0.0009671681,0.00007520581,0.5256084,0.002217217,0.000596566,0.03616861,0.01170879,0.009459741,0.184557],"study_design_scores_gemma":[0.00005806316,0.0002325534,0.03033604,0.0001831956,0.00005290757,0.9355844,0.0005895242,0.0005508974,0.002941112,0.005317417,0.02413542,0.00001856802],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9227247,0.03156114,0.009633087,0.005560531,0.0004667813,0.000208393,0.0002772394,0.0005246869,0.02904349],"genre_scores_gemma":[0.9876995,0.005802504,0.002380216,0.00174709,0.0007981028,0.00003542014,0.0001473853,0.0000358233,0.001354003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001771376,"threshold_uncertainty_score":0.005925894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0446239470775015,"score_gpt":0.3961599136422335,"score_spread":0.351535966564732,"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."}}