{"id":"W2159528874","doi":"10.1038/leu.2009.61","title":"Is the international staging system superior to the Durie–Salmon staging system? A comparison in multiple myeloma patients undergoing autologous transplant","year":2009,"lang":"en","type":"article","venue":"Leukemia","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"National Cancer Institute","keywords":"Medicine; Concordance; Staging system; Multiple myeloma; Univariate analysis; Oncology; Univariate; Progression-free survival; Internal medicine; Proportional hazards model; Overall survival; Transplantation; Multivariate analysis; Multivariate statistics; Cancer","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":[0.00238561,0.000343114,0.0009272083,0.0008597325,0.0003668392,0.0008427387,0.000405058,0.0005059583,0.002511449],"category_scores_gemma":[0.004125494,0.000113927,0.0008782867,0.001182624,0.0003969082,0.001189846,0.0005057983,0.000791865,0.0003356881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006795239,"about_ca_system_score_gemma":0.0005305705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00175162,"about_ca_topic_score_gemma":0.003843243,"domain_scores_codex":[0.999351,0.0002786621,0.00006358309,0.00006838653,0.0001039326,0.0001345047],"domain_scores_gemma":[0.9986798,0.0004982072,0.0003088572,0.00007759736,0.0001781144,0.0002574024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02560588,0.000204599,0.9137172,0.0001827551,0.0005777359,0.0003645837,0.0002974627,0.0008322162,0.0016506,0.0009679875,0.001880528,0.05371846],"study_design_scores_gemma":[0.0007414722,0.006407749,0.982199,0.0001375371,0.00089195,0.000899002,0.00117115,0.001545535,0.0004571673,0.001283437,0.004234957,0.00003109802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852003,0.007410762,0.0004796674,0.0007951962,0.000271615,0.00003181689,0.0005018144,0.000007651274,0.005301099],"genre_scores_gemma":[0.9976211,0.001159152,0.0001669283,0.0001634348,0.0001318873,0.00001261303,0.0005072339,0.000006315912,0.0002313419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002511449,"threshold_uncertainty_score":0.01261652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316841703921429,"score_gpt":0.2838815156990666,"score_spread":0.2607130986598523,"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."}}