{"id":"W4224245023","doi":"10.1038/s41408-022-00659-9","title":"Body mass index associated with monoclonal gammopathy of undetermined significance (MGUS) progression in Olmsted County, Minnesota","year":2022,"lang":"en","type":"article","venue":"Blood Cancer Journal","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"National Cancer Institute; Mayo Clinic","keywords":"Monoclonal gammopathy of undetermined significance; Internal medicine; Medicine; Hazard ratio; Gastroenterology; Macroglobulinemia; Population; Waldenstrom macroglobulinemia; Body mass index; Proportional hazards model; Univariate analysis; AL amyloidosis; Multiple myeloma; Amyloidosis; Confidence interval; Oncology; Lymphoma; Immunology; Monoclonal; Multivariate analysis; Antibody; Immunoglobulin light chain; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001070295,0.0002365251,0.0005758103,0.0003479446,0.0001924303,0.0000348685,0.0003442196,0.0001015991,0.0006556546],"category_scores_gemma":[0.0001458906,0.0001922298,0.0001069406,0.0009579359,0.000167292,0.0001315952,0.0001265245,0.001098735,0.00000105403],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01013123,"about_ca_system_score_gemma":0.01491694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004961776,"about_ca_topic_score_gemma":0.0002128049,"domain_scores_codex":[0.9961825,0.0002754051,0.0006582011,0.0003595327,0.001884209,0.0006401518],"domain_scores_gemma":[0.9983951,0.0001611215,0.0005424003,0.0003017462,0.0003365724,0.0002630531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0145532,0.004306335,0.8523486,0.0006809587,0.001557003,0.01358415,0.001364205,0.004236714,0.09663174,0.00005163067,0.002876086,0.007809427],"study_design_scores_gemma":[0.3584721,0.01515907,0.4079693,0.008562436,0.001883255,0.01602012,0.003375228,0.1071459,0.07431646,0.0004689926,0.00450273,0.002124315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962503,0.001973775,0.00003016564,0.000404312,0.000183594,0.0006279572,0.00007729957,0.00002622973,0.0004263856],"genre_scores_gemma":[0.9984308,0.0002943497,0.000163829,0.0001111604,0.000188577,0.0002116925,0.0000235913,0.00005456221,0.0005214324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4443792,"threshold_uncertainty_score":0.9936687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01686898181163388,"score_gpt":0.3038341216571848,"score_spread":0.2869651398455509,"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."}}