{"id":"W2007502238","doi":"10.1159/000205622","title":"Nonsecretory Myeloma: A Study on Hypoimmunoglobulinemia","year":2009,"lang":"en","type":"article","venue":"Acta Haematologica","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital","funders":"Arthritis Society","keywords":"Multiple myeloma; Polyclonal antibodies; Antibody; Medicine; Immunology; In vitro; Biology; Internal medicine; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001669166,0.000245616,0.0005216509,0.0001393407,0.0001573184,0.00002651747,0.0001819667,0.000116665,0.0003364171],"category_scores_gemma":[0.0004012334,0.0001631272,0.0001274846,0.0002256193,0.00006062155,0.00005370307,0.00004619715,0.0003112578,0.0006078691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008750982,"about_ca_system_score_gemma":0.00008233805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001874988,"about_ca_topic_score_gemma":0.000003531403,"domain_scores_codex":[0.998253,0.000105917,0.0002791711,0.0004228501,0.0004688804,0.0004701056],"domain_scores_gemma":[0.9987739,0.0001546264,0.0000694332,0.0006698837,0.00007725212,0.0002548604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02265336,0.04329053,0.6369541,0.0001535019,0.00193042,0.06186303,0.002517091,0.000002692743,0.03439086,0.002000143,0.05282109,0.1414232],"study_design_scores_gemma":[0.004956115,0.007859606,0.982043,0.00005872497,0.00007357783,0.0005744577,0.0003687598,0.00003072803,0.001456002,0.0001645462,0.002238342,0.0001761644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734579,0.0001768334,0.000005201084,0.0028458,0.00005424854,0.001167409,0.000005697842,0.0002072111,0.02207969],"genre_scores_gemma":[0.99762,0.00002599245,0.0004662153,0.00097794,0.00005294781,0.0000613981,0.00002830151,0.00001368318,0.000753482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3450889,"threshold_uncertainty_score":0.781313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04568402998435911,"score_gpt":0.3386518418949416,"score_spread":0.2929678119105825,"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."}}