{"id":"W2003202645","doi":"10.1016/j.leukres.2014.02.009","title":"Polyclonal serum IgM level identifies a subgroup of multiple myeloma patients with low-risk clinicobiological features and superior survival","year":2014,"lang":"en","type":"article","venue":"Leukemia Research","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"Ministry of Science and Technology of the People's Republic of China","keywords":"Multiple myeloma; Polyclonal antibodies; Medicine; Monoclonal; Internal medicine; Gastroenterology; Bone marrow; Monoclonal gammopathy of undetermined significance; Clinical significance; Bortezomib; Thalidomide; Immunology; Pathology; Oncology; Antibody; Monoclonal antibody","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001659402,0.0002871413,0.0006422939,0.0003390768,0.0003364527,0.00007812004,0.000276314,0.0002653689,0.0001382892],"category_scores_gemma":[0.002774834,0.0001850937,0.0001233779,0.0004321384,0.0009910234,0.000137792,0.0003575414,0.001027686,0.00005294591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002652309,"about_ca_system_score_gemma":0.000422232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001747963,"about_ca_topic_score_gemma":0.0008884887,"domain_scores_codex":[0.9955307,0.0007874619,0.0004272561,0.0006964273,0.001578019,0.0009801013],"domain_scores_gemma":[0.9961872,0.001888778,0.00009851152,0.0005969084,0.0006821499,0.0005464838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004979007,0.0004349719,0.9713684,0.0002106285,0.0002226584,0.00005475929,0.0001813035,0.000001742423,0.002052631,0.0001007773,0.0003386794,0.02005444],"study_design_scores_gemma":[0.01139754,0.002409095,0.9800932,0.0001721493,0.00003696012,0.00001574964,0.0001958385,0.0004244988,0.004715104,0.0001390845,0.0002243597,0.0001764337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976003,0.000223918,0.000033695,0.0001875976,0.00007314201,0.0009767493,0.0003236126,0.00004151751,0.0005394612],"genre_scores_gemma":[0.9970077,0.0001667555,0.0007740216,0.00003520521,0.0001476565,0.00007556617,0.0001871353,0.00004247604,0.001563529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01987801,"threshold_uncertainty_score":0.7547904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04705372373716442,"score_gpt":0.3359393037555853,"score_spread":0.2888855800184209,"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."}}