{"id":"W2573219103","doi":"10.1182/blood.v112.11.3323.3323","title":"Evaluation of Serum Free Light Chains and Outcome in Multiple Myeloma Patients with an Intact Monoclonal Immunoglobulin Treated with Autologous Stem Cell Transplantation.","year":2008,"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":"Princess Margaret Cancer Centre","funders":"","keywords":"Multiple myeloma; Autologous stem-cell transplantation; Medicine; Transplantation; Immunoglobulin light chain; Monoclonal gammopathy of undetermined significance; Internal medicine; Monoclonal; Immunoglobulin D; Gastroenterology; Melphalan; Plasma cell; Kappa; Antibody; Monoclonal antibody; Immunology; B cell","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":[0.0004671323,0.0001163029,0.0002986231,0.000689791,0.0001936183,0.0004410221,0.0001881326,0.0002226064,0.0009423942],"category_scores_gemma":[0.001640973,0.00009646683,0.0002608989,0.0007397767,0.0001772555,0.0003262581,0.0002052077,0.0002650303,0.0001416123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003572614,"about_ca_system_score_gemma":0.0002052569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009757906,"about_ca_topic_score_gemma":0.0009996217,"domain_scores_codex":[0.9997515,0.00005802019,0.00004451771,0.00003874019,0.00007509503,0.00003205974],"domain_scores_gemma":[0.9983463,0.0002944984,0.0009568766,0.00002509687,0.0001521251,0.0002251467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003138942,0.00002435787,0.9959441,0.00002985869,0.00002369512,0.0004597869,0.00003821659,0.00003743212,0.0003596226,0.000007599417,0.00007675359,0.002684788],"study_design_scores_gemma":[0.00001424907,0.0003493284,0.9966274,0.0000154312,0.00003438632,0.002312954,0.00006053925,0.0001761556,0.0002219061,0.00001422997,0.0001706854,0.000002670923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982814,0.001048126,0.00004821069,0.0000405239,0.000004994515,0.000007056028,0.0002097315,0.000003619293,0.0003562967],"genre_scores_gemma":[0.9995567,0.0001312808,0.00002875611,0.00001780563,0.000007962356,0.000003380975,0.0002020337,7.149157e-7,0.00005121151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009757906,"threshold_uncertainty_score":0.003152668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03372988955375703,"score_gpt":0.2682839358123597,"score_spread":0.2345540462586026,"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."}}