{"id":"W2578976908","doi":"10.1182/blood.v104.11.3253.3253","title":"Transformed Lymphoma: Incidence and Long-Term Outcome.","year":2004,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Follicular lymphoma; Lymphoma; Lymphoplasmacytic Lymphoma; Internal medicine; Population; Incidence (geometry); Gastroenterology; Marginal zone; Immunology; Waldenstrom macroglobulinemia; B cell; Antibody","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0003918798,0.0001272775,0.0001702566,0.0007470214,0.0004235035,0.0007577376,0.000300486,0.0003587228,0.001544186],"category_scores_gemma":[0.001523228,0.0001007562,0.0002399876,0.0008976921,0.0002656937,0.0003866181,0.0003863609,0.0005289042,0.0003121232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000894398,"about_ca_system_score_gemma":0.000479755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02642659,"about_ca_topic_score_gemma":0.01924021,"domain_scores_codex":[0.9997745,0.00003422578,0.00002096772,0.00003901516,0.00005627615,0.00007500764],"domain_scores_gemma":[0.9985045,0.000156279,0.0006184857,0.00006333915,0.0002699059,0.0003873864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002176704,0.0000265897,0.9968407,0.000009326424,0.00003866872,0.0001993273,0.00003239173,0.00006460857,0.00006193911,0.000008781642,0.0001585605,0.00234151],"study_design_scores_gemma":[0.000009150743,0.00009365242,0.9987968,0.00001006202,0.00003367528,0.00055211,0.00008624547,0.0001903513,0.00002711382,0.0000254171,0.0001714212,0.000004027251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972948,0.0007731694,0.0000433801,0.0000633803,0.00000516567,0.000006823837,0.0009532666,0.000005518586,0.0008545983],"genre_scores_gemma":[0.9988948,0.0001338794,0.00001203586,0.00001131302,0.000007190936,0.000003219834,0.0007813262,9.178872e-7,0.0001554503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02642659,"threshold_uncertainty_score":0.05254555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01699762616396155,"score_gpt":0.2765004424386697,"score_spread":0.2595028162747081,"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."}}