{"id":"W2971830193","doi":"10.1182/blood-2018-99-117930","title":"Monoclonal Gammopathy of Undetermined Significance - Patient Characteristics and Referral Patterns","year":2018,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research; University of Calgary","funders":"","keywords":"Monoclonal gammopathy of undetermined significance; Medicine; Multiple myeloma; Population; Internal medicine; Paraproteinemia; Hematology; Referral; Incidence (geometry); Cohort; Pediatrics; Monoclonal; Immunology; Family medicine; Monoclonal antibody","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007138736,0.000200776,0.0004537729,0.001622349,0.0007251249,0.0007855177,0.0004347712,0.000542712,0.004109477],"category_scores_gemma":[0.002788571,0.000173827,0.000283264,0.002716998,0.0003991773,0.0005333623,0.0006569091,0.0004359174,0.0005461049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009803833,"about_ca_system_score_gemma":0.001002306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008928684,"about_ca_topic_score_gemma":0.01207196,"domain_scores_codex":[0.999082,0.0001430944,0.0001753085,0.000204418,0.00019058,0.0002046086],"domain_scores_gemma":[0.9978764,0.0003112868,0.00113035,0.00006706968,0.0002342322,0.0003806852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002772858,0.00001966286,0.9988695,0.000009852884,0.000007723003,0.0001478551,0.00009157586,0.0000193208,0.00007466701,0.00001082407,0.0001336549,0.0005876425],"study_design_scores_gemma":[0.000002628499,0.00005623491,0.9980373,0.00002077216,0.000008272444,0.000990164,0.0003839284,0.0001078146,0.00004568693,0.00002481985,0.0003180673,0.000004318246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99741,0.0004544176,0.00005958527,0.000109439,0.000004872597,0.00004315106,0.0009950579,0.000005710982,0.0009177487],"genre_scores_gemma":[0.9989196,0.0001188097,0.0001378609,0.00008292975,0.000009918734,0.00003270179,0.0005466462,0.000002219332,0.0001494472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008928684,"threshold_uncertainty_score":0.01775342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.031993882816637,"score_gpt":0.2924877797108114,"score_spread":0.2604938968941744,"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."}}