{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001255931,0.0007252863,0.0005946732,0.002203431,0.0004553604,0.0009891,0.0007352578,0.0003056565,0.003585193],"category_scores_gemma":[0.002622503,0.0001730652,0.001049533,0.001870973,0.0002780906,0.0005264763,0.00081466,0.0006274795,0.001064696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001281986,"about_ca_system_score_gemma":0.001428911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01530262,"about_ca_topic_score_gemma":0.01899691,"domain_scores_codex":[0.9995166,0.0001285689,0.0001040056,0.00007728335,0.00009644816,0.00007711976],"domain_scores_gemma":[0.999222,0.0001167711,0.0001566884,0.00007018278,0.0003706839,0.00006368272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001270276,0.00009646218,0.6741408,0.0007695754,0.0007412426,0.0007865517,0.0006548853,0.009910833,0.005749543,0.002824749,0.07013246,0.2329226],"study_design_scores_gemma":[0.0002504581,0.0005779562,0.8765311,0.0003432523,0.001300783,0.00475507,0.0009499607,0.02371435,0.003269867,0.002893741,0.08530805,0.000105566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7353529,0.01682305,0.08186878,0.002997428,0.001749069,0.002520132,0.07174814,0.002563515,0.08437689],"genre_scores_gemma":[0.9116896,0.002882017,0.04998897,0.0003511829,0.0001163092,0.001059688,0.02540422,0.0001992376,0.008308856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01530262,"threshold_uncertainty_score":0.0304271,"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."}}