{"id":"W4286696362","doi":"10.30699/mmlj17.2.1.20","title":"Serum Free Light-chain Assay for the Diagnosis, Management, and Prognosis of Multiple Myeloma","year":2019,"lang":"en","type":"article","venue":"Modern Medical Laboratory Journal","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiple myeloma; Immunoglobulin light chain; Medicine; Heavy chain; Monoclonal; Intensive care medicine; Medical physics; Immunology; Antibody; Monoclonal antibody","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001485554,0.0001915919,0.0003816099,0.000133886,0.0001954817,0.0000463283,0.0003253504,0.0001473941,0.0004085254],"category_scores_gemma":[0.00120074,0.0001119127,0.0001246425,0.0001911932,0.0001340411,0.0001086987,0.0001619627,0.0004577397,0.00001442338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006168888,"about_ca_system_score_gemma":0.0002336079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006822794,"about_ca_topic_score_gemma":0.00002565233,"domain_scores_codex":[0.9974977,0.0001574905,0.0004147193,0.0002689122,0.001207109,0.0004540968],"domain_scores_gemma":[0.9977909,0.000726908,0.0001547916,0.0003997338,0.0003007075,0.0006269588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00061922,0.0005590313,0.8670329,0.0004392106,0.001020973,0.0002813471,0.0002318328,0.000002891386,0.0005162311,0.000258592,0.009451455,0.1195864],"study_design_scores_gemma":[0.0378751,0.002084623,0.8210123,0.001583377,0.0007300542,0.0003403158,0.0007668483,0.03764728,0.01060309,0.001877253,0.08498928,0.0004904356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639249,0.008911649,0.005279304,0.01783441,0.0004409818,0.002724529,0.0002348029,0.00004882293,0.0006005534],"genre_scores_gemma":[0.9951157,0.001426277,0.002002308,0.0005764193,0.0002405164,0.000216922,0.00000835255,0.0000364793,0.0003770398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1190959,"threshold_uncertainty_score":0.4563666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01817946058587213,"score_gpt":0.286256297560263,"score_spread":0.2680768369743909,"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."}}