{"id":"W2137040543","doi":"10.1182/blood-2007-03-081018","title":"Myeloma in patients younger than age 50 years presents with more favorable features and shows better survival: an analysis of 10 549 patients from the International Myeloma Working Group","year":2008,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":234,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Cancer Institute","keywords":"Medicine; Multiple myeloma; Internal medicine; Transplantation; Creatinine; Multivariate analysis; Adverse effect; Stage (stratigraphy); Surgery; Young adult","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000115409,0.0002081617,0.0004113425,0.0002858145,0.00008130306,0.00004194119,0.0002483546,0.00008968259,0.0001152279],"category_scores_gemma":[0.00007215707,0.0001378302,0.00009412153,0.0004222112,0.000146047,0.0001907751,0.0001320299,0.0002021049,0.000003711507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004652668,"about_ca_system_score_gemma":0.00002922887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001921063,"about_ca_topic_score_gemma":0.00200489,"domain_scores_codex":[0.9978817,0.0001103922,0.0002710201,0.0004256681,0.0009877965,0.0003234567],"domain_scores_gemma":[0.9990441,0.0001198824,0.0001242859,0.0004306179,0.0001201395,0.0001610327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008932206,0.001889856,0.9910122,0.000006863386,0.00208074,0.0001855026,0.001038302,0.000004452421,0.0001356471,0.000001657867,0.0001116981,0.002639855],"study_design_scores_gemma":[0.008361263,0.0003845754,0.990008,0.00007167335,0.0005322167,0.00000282091,0.0001180219,0.0000843348,0.0002118218,0.00000550984,0.00009344865,0.0001263347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987232,0.00008913809,0.000002342494,0.00008257687,0.00005157344,0.0004878565,0.0001845746,0.00001849777,0.0003602066],"genre_scores_gemma":[0.997481,0.00002942023,0.0004670303,0.0001092838,0.00006806378,0.00003487083,0.001512708,0.00002967741,0.0002679574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007468042,"threshold_uncertainty_score":0.5620551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02090865886344021,"score_gpt":0.2568256700594882,"score_spread":0.235917011196048,"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."}}