{"id":"W3118347589","doi":"10.1017/cjn.2020.278","title":"Monoclonal Gammopathies of ‘Neurological Significance’: Paraproteinemic Neuropathies","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Peripheral Neuropathies and Disorders","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; POEMS syndrome; Monoclonal gammopathy of undetermined significance; Organomegaly; Polyneuropathy; Chronic inflammatory demyelinating polyneuropathy; Monoclonal; Multiple myeloma; Peripheral neuropathy; Population; Dermatology; Pathology; Internal medicine; Immunology; Monoclonal antibody; Antibody","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002834851,0.0004876921,0.001072117,0.0008477246,0.001687967,0.0003695752,0.001419328,0.0002810366,0.0004089978],"category_scores_gemma":[0.00550862,0.0003360395,0.00059184,0.002079357,0.009690388,0.0006932593,0.0001257964,0.001890181,0.00000370213],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009065292,"about_ca_system_score_gemma":0.00588962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004674447,"about_ca_topic_score_gemma":0.0126786,"domain_scores_codex":[0.9935196,0.00138812,0.001528588,0.0008037576,0.001226225,0.001533714],"domain_scores_gemma":[0.994711,0.0006735123,0.001077143,0.0002837151,0.001142787,0.002111796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005913156,0.0001800499,0.9423842,0.00005419866,0.00003340529,0.04300606,0.0003169214,0.002910403,0.002891882,0.001060419,0.001379972,0.005191199],"study_design_scores_gemma":[0.002356573,0.2504612,0.5021856,0.000270344,0.0002965268,0.1948186,0.001182578,0.002906021,0.005838559,0.02505734,0.01343023,0.001196377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858369,0.003955219,0.00004370715,0.006368637,0.001058241,0.00020916,0.00002076191,0.00002831831,0.002479085],"genre_scores_gemma":[0.9896471,0.001335462,0.002528413,0.006066195,0.0003320797,0.000004411521,7.340201e-7,0.00002167364,0.00006396102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4401985,"threshold_uncertainty_score":0.9999092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03226361518853298,"score_gpt":0.2652492932668249,"score_spread":0.2329856780782919,"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."}}