{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001713941,0.0005287023,0.0003826346,0.001618375,0.000470203,0.0009473879,0.000485332,0.002135223,0.005453667],"category_scores_gemma":[0.007223662,0.0001454965,0.0005405603,0.0005264033,0.0008048422,0.0006727948,0.0002508285,0.0007627509,0.002294831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004049149,"about_ca_system_score_gemma":0.0008045588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004551544,"about_ca_topic_score_gemma":0.003838804,"domain_scores_codex":[0.9992222,0.0002556952,0.0000743409,0.00009331358,0.0002785712,0.00007590611],"domain_scores_gemma":[0.9966218,0.00150412,0.0003517834,0.000155874,0.001119082,0.0002473262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00112684,0.0004052554,0.3554353,0.001289263,0.0001904748,0.03892829,0.0004435609,0.0006634652,0.01829463,0.002717592,0.05532488,0.5251805],"study_design_scores_gemma":[0.0002224389,0.003567951,0.4673861,0.004262547,0.001065975,0.2240155,0.00189205,0.004398864,0.06455036,0.01214722,0.2162414,0.0002495197],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4657064,0.128563,0.06391355,0.08194753,0.007474108,0.0009240766,0.003629719,0.004970794,0.2428708],"genre_scores_gemma":[0.9327979,0.0150033,0.02971521,0.01068517,0.001687432,0.00007689687,0.0004958903,0.0001164426,0.009421737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005453667,"threshold_uncertainty_score":0.01824439,"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."}}