{"id":"W3191410965","doi":"10.5858/arpa.2020-0794-cp","title":"Laboratory Detection and Initial Diagnosis of Monoclonal Gammopathies","year":2021,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Amyloidosis; Monoclonal; AL amyloidosis; Immunoglobulin light chain; Monoclonal antibody; Paraproteinemias; Guideline; Monoclonal gammopathy","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":[0.02528122,0.00166907,0.002672913,0.00869552,0.001174036,0.002743401,0.003917858,0.00659266,0.00178979],"category_scores_gemma":[0.1036493,0.0007732891,0.004377945,0.003613187,0.001703865,0.002646849,0.002209202,0.00502339,0.00120277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005518342,"about_ca_system_score_gemma":0.01616487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02195658,"about_ca_topic_score_gemma":0.02586137,"domain_scores_codex":[0.9596454,0.01916878,0.01173181,0.001384817,0.007018805,0.001050337],"domain_scores_gemma":[0.9326047,0.02917626,0.009324503,0.001102793,0.02658844,0.001203361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004633691,0.0002508812,0.01251179,0.1984597,0.002196631,0.001662471,0.002019069,0.002693651,0.001801657,0.01115425,0.2573203,0.5094664],"study_design_scores_gemma":[0.000522628,0.0004428848,0.01651491,0.5574516,0.005024608,0.002550635,0.001024542,0.001516119,0.001914658,0.01275514,0.4000279,0.0002543448],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.008765413,0.7663277,0.01783812,0.1523556,0.01119591,0.005235658,0.003827224,0.0003516875,0.03410265],"genre_scores_gemma":[0.1214438,0.6653362,0.1157211,0.07829175,0.005075318,0.004788595,0.005581392,0.00007463443,0.003687291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02528122,"threshold_uncertainty_score":0.1337014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02005146834752879,"score_gpt":0.3116036574507868,"score_spread":0.291552189103258,"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."}}