{"id":"W2101141932","doi":"10.1182/blood-2012-03-417253","title":"Prediagnosis biomarkers of insulin-like growth factor-1, insulin, and interleukin-6 dysregulation and multiple myeloma risk in the Multiple Myeloma Cohort Consortium","year":2012,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"Division of Cancer Epidemiology and Genetics, National Cancer Institute; National Cancer Institute; National Heart, Lung, and Blood Institute; National Institutes of Health; American Cancer Society","keywords":"Multiple myeloma; Medicine; Monoclonal gammopathy of undetermined significance; Internal medicine; Biomarker; Odds ratio; Cohort; Immunology; Oncology; Gastroenterology; Monoclonal; Antibody; Biology; Monoclonal antibody","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":[0.003086488,0.0004638479,0.0007048179,0.0008783549,0.0006769167,0.001098194,0.0008339571,0.0005589046,0.0009274844],"category_scores_gemma":[0.006055877,0.0004422986,0.001211637,0.001664021,0.000351039,0.0003312148,0.0009790256,0.0009042938,0.00009071032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005411124,"about_ca_system_score_gemma":0.0006807908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02176289,"about_ca_topic_score_gemma":0.01391371,"domain_scores_codex":[0.9978716,0.0006919708,0.0001711533,0.000676462,0.0003805772,0.0002081552],"domain_scores_gemma":[0.9962111,0.0007259334,0.001476297,0.0008928703,0.0003752278,0.0003186525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004402686,0.00001687981,0.9972972,0.000009411404,0.0004081416,0.00005850597,0.00003952409,0.0001880585,0.0002673567,0.00004687915,0.0001680047,0.001059862],"study_design_scores_gemma":[0.00004327059,0.00007665942,0.9976578,0.000008114368,0.0003124468,0.0002950363,0.00005937173,0.0009410906,0.0001989946,0.00009299191,0.0003054192,0.000008913242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997891,0.0004159679,0.0006012237,0.00005855018,0.000009656401,0.00001514319,0.0007964708,0.00001419089,0.000197772],"genre_scores_gemma":[0.9985791,0.0001015251,0.0002949699,0.00002041285,0.00001053619,0.00001879654,0.0008495181,0.000006474183,0.0001185517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02176289,"threshold_uncertainty_score":0.0432725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01878017910811322,"score_gpt":0.2640750471487134,"score_spread":0.2452948680406002,"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."}}