{"id":"W4312800705","doi":"10.1007/978-3-031-10131-1_13","title":"Monoclonal Gammopathy of Renal Significance: An Insight","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Amyloidosis: Diagnosis, Treatment, Outcomes","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Monoclonal gammopathy of undetermined significance; Medicine; Plasma cell dyscrasia; clone (Java method); Plasma cell; Multiple myeloma; Gammopathy; Autologous stem-cell transplantation; Kidney; Monoclonal; Paraproteins; Bortezomib; Immunology; Waldenstrom macroglobulinemia; Antibody; Pathology; Monoclonal antibody; Internal medicine; Immunoglobulin light chain; Biology; Lymphoma","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":[0.001104131,0.0005209139,0.0007185572,0.001193843,0.00021924,0.001925795,0.0007013398,0.001696428,0.002182194],"category_scores_gemma":[0.002447787,0.0002411889,0.0003457311,0.0005497079,0.0009879336,0.00279885,0.0007022286,0.003366403,0.0007858389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001194532,"about_ca_system_score_gemma":0.0009196493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001471925,"about_ca_topic_score_gemma":0.002738428,"domain_scores_codex":[0.9997172,0.00007665958,0.00003180773,0.00003829302,0.0001068608,0.00002914207],"domain_scores_gemma":[0.9987464,0.0009434973,0.00004431039,0.00003378223,0.0001544851,0.00007744823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.0002200921,0.0002185517,0.00328005,0.0009666943,0.00008632678,0.005493053,0.0003603306,0.001128683,0.00260921,0.1396991,0.2450961,0.6008419],"study_design_scores_gemma":[0.00005425333,0.0001921856,0.004513751,0.0020931,0.00008046757,0.02677541,0.0004223506,0.001141472,0.0004824447,0.1601393,0.8040561,0.00004923117],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.005901451,0.7726855,0.008948638,0.1242709,0.01119591,0.00003043365,0.0002806543,0.0001348908,0.07655165],"genre_scores_gemma":[0.04900537,0.7814505,0.0103171,0.0621631,0.05202277,0.0000813072,0.0002790788,0.00008292792,0.0445978],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002182194,"threshold_uncertainty_score":0.008666992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01803414889626201,"score_gpt":0.2536400822848935,"score_spread":0.2356059333886315,"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."}}