{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003653346,0.0002096279,0.0001846669,0.0004899127,0.0004332093,0.0004514255,0.0003371679,0.000232607,0.0009479668],"category_scores_gemma":[0.001206272,0.0002104546,0.0002657874,0.0005038461,0.0001922951,0.0001955708,0.0004214485,0.0003756084,0.00008957498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006373382,"about_ca_system_score_gemma":0.0005344654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1075251,"about_ca_topic_score_gemma":0.1807503,"domain_scores_codex":[0.9997664,0.00006860063,0.00001929695,0.00006407895,0.00003311734,0.00004849862],"domain_scores_gemma":[0.9989606,0.0001174865,0.0004303366,0.00006762412,0.0001313512,0.0002925317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002777185,0.000006442869,0.9995109,0.000001738894,0.000009479196,0.00003342512,0.00002632555,0.00001941034,0.0000703987,0.000003913022,0.00006058998,0.0002295758],"study_design_scores_gemma":[0.00000255411,0.00002425087,0.9995414,0.000002776688,0.00001134889,0.000052141,0.00006432184,0.0002002472,0.00001326616,0.000004808402,0.00008160671,0.000001232585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992957,0.0001302095,0.0000374921,0.00005555444,0.000005695484,0.000004602167,0.0002767693,0.000003268824,0.0001906644],"genre_scores_gemma":[0.9997141,0.00003183725,0.00002163081,0.00001313723,0.000003982486,0.000002075469,0.000135373,6.842644e-7,0.00007718474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1075251,"threshold_uncertainty_score":0.2137983,"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."}}