{"id":"W2410851753","doi":"10.1016/j.clml.2016.06.001","title":"Revised International Staging System Applied to Real World Multiple Myeloma Patients","year":2016,"lang":"en","type":"article","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health Services; Calgary Laboratory Services","funders":"","keywords":"Medicine; Multiple myeloma; Staging system; Real world data; Oncology; Internal medicine; Cancer; Data science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008793737,0.000557804,0.001110396,0.0004981984,0.0002193987,0.00009494838,0.0006500426,0.0002805309,0.0003008681],"category_scores_gemma":[0.001784572,0.0003848311,0.0004837389,0.00057631,0.0002488228,0.0002064274,0.0004951716,0.0002399912,0.003076784],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004026534,"about_ca_system_score_gemma":0.0008069777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002184931,"about_ca_topic_score_gemma":0.00007856901,"domain_scores_codex":[0.994282,0.0002304958,0.00170185,0.001338487,0.001344056,0.001103133],"domain_scores_gemma":[0.9948667,0.001418901,0.000369253,0.001209356,0.0005360969,0.001599645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002996939,0.0003244809,0.4819785,0.00007421347,0.0003085327,0.0002321215,0.00003881184,7.944719e-7,0.0007602341,0.0005368784,0.003635567,0.509113],"study_design_scores_gemma":[0.0201737,0.0004509847,0.9521636,0.0008419245,0.00009500627,0.00001571735,0.00004099014,0.0002948486,0.001081672,0.00003408351,0.0243847,0.0004227856],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9606795,0.00002046388,0.0003905253,0.001310233,0.001111067,0.001804267,0.0001632073,0.0004757019,0.03404501],"genre_scores_gemma":[0.9878152,0.00007597569,0.003027686,0.0007883584,0.001144816,0.0003038502,0.0002110631,0.000122425,0.006510649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5086901,"threshold_uncertainty_score":0.9998603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03628137295759545,"score_gpt":0.3403525894437358,"score_spread":0.3040712164861404,"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."}}