{"id":"W2510788806","doi":"10.1182/blood.v110.11.1482.1482","title":"Predictors for Skeletal-Related Events in Patients with Advanced Multiple Myeloma.","year":2007,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Medicine; Multiple myeloma; Internal medicine; Zoledronic acid; Oncology; Bone pain; Population; Univariate analysis; Bone remodeling; Spinal cord compression; Cancer; Bone disease; Surgery; Osteoporosis; Multivariate analysis","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":[0.001047684,0.0002924867,0.0007203292,0.0003514594,0.0003002978,0.0003934137,0.0002580778,0.0004503327,0.001775333],"category_scores_gemma":[0.002293733,0.0001969111,0.0009596001,0.0008388641,0.0001487429,0.0003268733,0.0003624936,0.000757538,0.000120508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002519255,"about_ca_system_score_gemma":0.0003365199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009075208,"about_ca_topic_score_gemma":0.001797374,"domain_scores_codex":[0.9994522,0.0002144551,0.00006302966,0.00009365454,0.000120282,0.00005635171],"domain_scores_gemma":[0.9985117,0.0004356931,0.0006522636,0.00004149609,0.00007994151,0.0002787246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00641636,0.0002205581,0.9867619,0.00009565892,0.00031977,0.00006077199,0.00001435054,0.00024229,0.0003365048,0.00002064388,0.0002605383,0.005250548],"study_design_scores_gemma":[0.00072212,0.002070513,0.9956347,0.00001669276,0.000296413,0.0002088189,0.00002839681,0.0005286625,0.00008956682,0.00006111184,0.0003370534,0.00000597277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943992,0.003525838,0.0001676071,0.0001579527,0.00002270243,0.00009938785,0.0009511657,0.00001028039,0.0006657857],"genre_scores_gemma":[0.9987961,0.0002637559,0.0001704891,0.00006698434,0.00003245468,0.00005805846,0.0004854201,0.000001110458,0.0001255341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001775333,"threshold_uncertainty_score":0.005939066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008242888841877996,"score_gpt":0.2609110036232772,"score_spread":0.2526681147813992,"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."}}