{"id":"W4394598466","doi":"10.1212/wnl.0000000000205891","title":"Frequency and Cost of Anti-neural Antibody Testing for Autoimmune Encephalitis in a Large Canadian Health Region (S4.010)","year":2024,"lang":"en","type":"article","venue":"Neurology","topic":"Autoimmune Neurological Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Autoimmune encephalitis; Medicine; Encephalitis; Antibody; Population; Immunology; Virology; Environmental health; Virus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004100841,0.0003913407,0.0003114229,0.00154989,0.001606406,0.001010993,0.001446861,0.0007908892,0.003711873],"category_scores_gemma":[0.002455424,0.0003323491,0.0008585352,0.003563479,0.0005005231,0.0003962258,0.0007980125,0.0008453502,0.0003095657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03586127,"about_ca_system_score_gemma":0.03128773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9947209,"about_ca_topic_score_gemma":0.996454,"domain_scores_codex":[0.998781,0.00006982302,0.0000780394,0.0001224649,0.0004472909,0.0005013933],"domain_scores_gemma":[0.9982312,0.00009873571,0.0004568847,0.00004392453,0.0006661951,0.0005031385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009409693,0.00006351851,0.9826972,0.0001009886,0.0001515701,0.0002535449,0.0001973431,0.0004190955,0.0001955924,0.0003426592,0.008093555,0.007390799],"study_design_scores_gemma":[0.00001391852,0.00003149221,0.9960322,0.00008205748,0.00006782166,0.0002594136,0.0007556279,0.0007765347,0.00007330829,0.00006370465,0.001824162,0.00001979406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633001,0.002782133,0.0002314798,0.002242677,0.00005637751,0.0001157129,0.02203619,0.0000470316,0.009188305],"genre_scores_gemma":[0.9929149,0.00115562,0.0003836395,0.0006109017,0.00002309222,0.00003177901,0.003368619,0.00001055833,0.001500911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03586127,"threshold_uncertainty_score":0.2601929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03518692525509658,"score_gpt":0.3219346928365467,"score_spread":0.2867477675814502,"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."}}