{"id":"W3098354109","doi":"10.1515/dx-2020-0104","title":"(F)utility of urine Bence Jones proteins for “routine” screening for plasma cell dyscrasia","year":2020,"lang":"en","type":"article","venue":"Diagnosis","topic":"Blood disorders and treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Plasma cell dyscrasia; Dyscrasia; Multiple myeloma; Medicine; Intensive care medicine; Bence Jones protein; Monoclonal; Daratumumab; Plasma cell; Monoclonal antibody; Immunology; Immunoglobulin light chain; 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":[0.00004227578,0.0001210075,0.0001588831,0.00001112471,0.00005872567,0.000008217806,0.0001190532,0.00007907289,0.00001722607],"category_scores_gemma":[0.0001308705,0.0001139294,0.0001375476,0.00005084504,0.00003332897,0.000003098792,0.00005379987,0.00002337371,0.000001394716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000142764,"about_ca_system_score_gemma":0.00002600517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003485805,"about_ca_topic_score_gemma":0.00003413584,"domain_scores_codex":[0.999303,0.00001174833,0.0001626324,0.000290256,0.00006002122,0.0001723647],"domain_scores_gemma":[0.9995851,0.00003531032,0.00008336622,0.0001508379,0.00007511722,0.00007027884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001067615,0.001593646,0.8344521,0.00077393,0.0003761793,0.000002244848,0.0002737392,0.00004759367,0.09946708,0.0001290718,0.01494426,0.04687251],"study_design_scores_gemma":[0.00207118,0.0008921144,0.01366155,0.00001457585,0.00007274983,2.825363e-7,0.00006432901,0.0004996695,0.9707483,0.00005677168,0.01178419,0.0001342958],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873785,0.0005844708,0.009361695,0.0009253449,0.0000320032,0.001076745,0.0004485043,0.000009688138,0.0001830768],"genre_scores_gemma":[0.9870145,0.0000701309,0.01171712,0.0001954226,0.00007787698,0.0006536418,0.0002133383,0.00001779287,0.00004021946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8712812,"threshold_uncertainty_score":0.4645907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02657753986461403,"score_gpt":0.2580178209865297,"score_spread":0.2314402811219157,"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."}}