{"id":"W1982055936","doi":"10.1038/leu.2010.62","title":"Prognostic variables for survival and skeletal complications in patients with multiple myeloma osteolytic bone disease","year":2010,"lang":"en","type":"article","venue":"Leukemia","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":121,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Novartis Pharmaceuticals Corporation","keywords":"Medicine; Multiple myeloma; Internal medicine; Proportional hazards model; Oncology; N-terminal telopeptide; Bone disease; Anemia; Prognostic variable; Multivariate analysis; Surgery; Osteoporosis","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":[0.0006352067,0.0003710766,0.0006041126,0.000881305,0.0006115629,0.0007191895,0.0004784006,0.0007469068,0.00197938],"category_scores_gemma":[0.003263437,0.0002236246,0.0007474868,0.001710332,0.0003919446,0.0005762313,0.0005124022,0.0009190141,0.0002024931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004152622,"about_ca_system_score_gemma":0.0005702747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003162472,"about_ca_topic_score_gemma":0.003789342,"domain_scores_codex":[0.9996693,0.00008912294,0.00004427054,0.00004560367,0.00005705163,0.00009472596],"domain_scores_gemma":[0.9977745,0.0006553784,0.0008798029,0.00007678041,0.0001511385,0.0004623087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002755938,0.00001567798,0.9983976,0.000004604921,0.00004877169,0.0000594779,0.0000153569,0.00007637958,0.0000881418,0.00001391493,0.00006266907,0.0009417244],"study_design_scores_gemma":[0.00001917847,0.0001184373,0.9985607,0.000005027112,0.00008848376,0.0004320653,0.0001080978,0.0003967513,0.00005004408,0.00008399289,0.0001322419,0.000004923301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978383,0.0009202985,0.0001147133,0.0001531859,0.00001728854,0.000004116458,0.000329539,0.000005807571,0.000616745],"genre_scores_gemma":[0.9993964,0.0001188196,0.00004968188,0.00002600647,0.00003326522,0.000003580078,0.000270726,0.000001681941,0.00009983018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003162472,"threshold_uncertainty_score":0.006621659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276266974811671,"score_gpt":0.2628066936860707,"score_spread":0.250044023937954,"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."}}