{"id":"W1997044577","doi":"10.3816/clm.2009.n.003","title":"Novel Aspects Pertaining to the Relationship of Waldenström's Macroglobulinemia, IgM Monoclonal Gammopathy of Undetermined Significance, Polyclonal Gammopathy, and Hypoglobulinemia","year":2009,"lang":"en","type":"article","venue":"Clinical Lymphoma & Myeloma","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Cancer Institute; National Institutes of Health; Cancerfonden; McMaster University","keywords":"Monoclonal gammopathy of undetermined significance; Macroglobulinemia; Waldenstrom macroglobulinemia; Gammopathy; Medicine; Immunology; Immunoglobulin M; Polyclonal antibodies; Antibody; Etiology; Population; Monoclonal; Pathology; Multiple myeloma; Immunoglobulin G; Monoclonal antibody; Lymphoma","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008989833,0.000256893,0.0003962782,0.0009351261,0.0005147068,0.001429814,0.0008280989,0.0011594,0.002675802],"category_scores_gemma":[0.002614924,0.0002055005,0.0002831962,0.000638156,0.001619225,0.001650033,0.0005190765,0.001040298,0.0003620706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003912999,"about_ca_system_score_gemma":0.0003265335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003980474,"about_ca_topic_score_gemma":0.0005069557,"domain_scores_codex":[0.9997543,0.00009619226,0.00003328034,0.00003722369,0.00003314796,0.00004590286],"domain_scores_gemma":[0.9987662,0.0008179627,0.0001546519,0.0001053463,0.00009078616,0.00006502542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005385066,0.001137657,0.1528416,0.001940304,0.0004817282,0.2592913,0.003446474,0.00215514,0.1440226,0.1835639,0.01661094,0.2291233],"study_design_scores_gemma":[0.0005206494,0.001647133,0.1766072,0.0003353941,0.0007738634,0.4677443,0.004029632,0.005210004,0.03345274,0.1752589,0.1342785,0.0001416127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7694683,0.1510366,0.008856846,0.02218135,0.003214284,0.00009265276,0.0004616604,0.00007715027,0.04461107],"genre_scores_gemma":[0.9691576,0.01671172,0.002384054,0.001597751,0.007849629,0.00003248018,0.0002332354,0.000008880516,0.00202455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002675802,"threshold_uncertainty_score":0.008951426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05563567867414868,"score_gpt":0.3574969234013634,"score_spread":0.3018612447272147,"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."}}