{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000261927,0.0001765175,0.0006135619,0.0002895234,0.00006073187,0.000002061927,0.00006455066,0.00009918153,0.0001261133],"category_scores_gemma":[0.001402784,0.0001442662,0.00005526157,0.0003824792,0.001391547,0.00006207516,0.0000840815,0.0002485096,0.000003040013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001575666,"about_ca_system_score_gemma":0.0003604037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003175217,"about_ca_topic_score_gemma":0.00005358271,"domain_scores_codex":[0.9983394,0.0003489066,0.0004418065,0.0003306577,0.0002873955,0.0002517974],"domain_scores_gemma":[0.9982754,0.0006615352,0.0001680646,0.0003341359,0.0003355094,0.0002253642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008321148,0.0004202678,0.3514738,0.0004405156,0.0002329225,0.003523363,0.001613698,6.357425e-7,0.6146675,0.0002814506,0.0000811041,0.02643261],"study_design_scores_gemma":[0.004541029,0.001679739,0.5220276,0.000356266,0.0001970195,0.000225151,0.0007869139,0.00003897695,0.4688321,0.0004004815,0.0008130484,0.0001016947],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902862,0.007492984,0.0001358572,0.0007195013,0.0001344358,0.0002079893,0.0001834877,0.00002519136,0.000814339],"genre_scores_gemma":[0.9954753,0.00233082,0.001660531,0.0002210812,0.0001562557,0.00005227634,0.00005178385,0.00002001402,0.00003193008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1705537,"threshold_uncertainty_score":0.5883005,"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."}}