{"id":"W4293255190","doi":"10.1016/s2665-9913(21)00348-9","title":"Monoclonal gammopathy of clinical significance: what the rheumatologist needs to know","year":2022,"lang":"en","type":"article","venue":"The Lancet Rheumatology","topic":"Skin Diseases and Diabetes","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Monoclonal gammopathy of undetermined significance; Medicine; Monoclonal; Multiple myeloma; Pathology; Monoclonal gammopathy; Waldenstrom macroglobulinemia; Lymphoma; Monoclonal antibody; Immunology; 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":[0.008746827,0.00162085,0.005887995,0.002789672,0.0020436,0.008060157,0.002972609,0.02113775,0.00442535],"category_scores_gemma":[0.03284784,0.001442045,0.002244194,0.001319841,0.004093391,0.01334874,0.001976195,0.02621886,0.003803531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00230493,"about_ca_system_score_gemma":0.005229536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005614081,"about_ca_topic_score_gemma":0.0116546,"domain_scores_codex":[0.9945163,0.0014718,0.001441894,0.000463309,0.001665977,0.0004406893],"domain_scores_gemma":[0.9498399,0.02735205,0.00257114,0.001182617,0.01372108,0.005333268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003720488,0.0003896776,0.01226646,0.005215356,0.0004292166,0.008143676,0.0007071638,0.0003356379,0.001255126,0.004217967,0.6511463,0.3155214],"study_design_scores_gemma":[0.000519512,0.0003484541,0.02225246,0.03395301,0.0008841348,0.04225516,0.009576851,0.00123146,0.0003522446,0.04518591,0.8428309,0.0006100647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001305658,0.4774508,0.001465248,0.4816497,0.03333948,0.00003386095,0.0001249733,0.0001160581,0.00451417],"genre_scores_gemma":[0.02075938,0.4533156,0.004461744,0.2992866,0.2185075,0.00008912953,0.0002763648,0.00007657646,0.003227024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02113775,"threshold_uncertainty_score":0.04625821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05379788697716307,"score_gpt":0.3575408716735238,"score_spread":0.3037429846963607,"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."}}