{"id":"W2980591051","doi":"10.1182/blood.v118.21.5099.5099","title":"Discrepancies in Serum Free Light Chain Assays and Immunofixation for Response Evaluation and Prognostication in Plasma Cell Proliferative Disorders","year":2011,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"B.C. Women's Hospital & Health Centre","funders":"","keywords":"Immunofixation; Multiple myeloma; Monoclonal gammopathy of undetermined significance; Medicine; Serum protein electrophoresis; Context (archaeology); Internal medicine; Monoclonal; Plasma cell; Macroglobulinemia; Population; Plasma cell dyscrasia; Immunoglobulin light chain; Gastroenterology; Immunology; Antibody; Monoclonal antibody; Biology","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":[0.003815739,0.0004444568,0.0004692414,0.001917772,0.0002002262,0.0007062891,0.000474078,0.0005866183,0.001447221],"category_scores_gemma":[0.009873961,0.0001089477,0.00025399,0.0009614579,0.0003315583,0.0004427858,0.0003447787,0.0005287399,0.0008239689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003663939,"about_ca_system_score_gemma":0.0001986284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005644638,"about_ca_topic_score_gemma":0.0003742124,"domain_scores_codex":[0.9968084,0.001420636,0.0005889332,0.0002573281,0.0007377063,0.000187112],"domain_scores_gemma":[0.995258,0.002212313,0.0008998015,0.0003045158,0.001006556,0.0003187754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001377336,0.0001328491,0.9404788,0.0001423718,0.00005682659,0.001126688,0.000197726,0.0003526316,0.007811712,0.0002152625,0.001484411,0.04662341],"study_design_scores_gemma":[0.00004990678,0.001224241,0.9631261,0.0001457088,0.00008629198,0.006774538,0.0002890032,0.005631333,0.01631645,0.0004566982,0.005870959,0.00002875584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827259,0.006395548,0.003995367,0.0006505051,0.0002424056,0.00007668774,0.0005942515,0.0001350765,0.005184407],"genre_scores_gemma":[0.9971264,0.0003539052,0.001598254,0.0001545648,0.00007407088,0.0000329733,0.0003145781,0.000018576,0.0003268132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003815739,"threshold_uncertainty_score":0.02017981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02920683793779289,"score_gpt":0.2917082573160104,"score_spread":0.2625014193782175,"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."}}