{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001836182,0.0004593091,0.001274358,0.0002479144,0.0001789785,0.00004117303,0.0006056534,0.0004468854,0.00006652704],"category_scores_gemma":[0.005627501,0.000350379,0.0004585523,0.000891456,0.0008639632,0.0001112115,0.0002803106,0.0004746358,0.00004378595],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001517521,"about_ca_system_score_gemma":0.005933968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003144153,"about_ca_topic_score_gemma":0.00006233042,"domain_scores_codex":[0.9946877,0.0002296634,0.002161771,0.0009289422,0.001181215,0.0008107098],"domain_scores_gemma":[0.9932013,0.003824829,0.0005845805,0.001158425,0.0004762537,0.0007545708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01517435,0.003479225,0.279889,0.0006917435,0.0004791318,0.001474824,0.00163226,0.0002606255,0.03270364,0.01255277,0.005372003,0.6462904],"study_design_scores_gemma":[0.01722147,0.002670927,0.9600967,0.0005724313,0.0002327671,0.00198205,0.0002652064,0.01012038,0.004242905,0.0009583187,0.001218377,0.0004185154],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918654,0.0007510817,0.0004064897,0.00318794,0.0002778162,0.001021615,0.00008321634,0.00007483552,0.002331581],"genre_scores_gemma":[0.990149,0.00007644721,0.006849227,0.001304762,0.000816718,0.00003178242,0.00003463903,0.00005437186,0.0006830901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6802076,"threshold_uncertainty_score":0.9998948,"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."}}