{"id":"W4399326583","doi":"10.1017/cjn.2024.276","title":"Low Yield of Routine Cerebrospinal Fluid Analysis to Assess for An Autoimmune Etiology in Patients with Chronic Seizures of Unknown Cause","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Autoimmune Neurological Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Academic Medical Organization of Southwestern Ontario","keywords":"Etiology; Cerebrospinal fluid; Medicine; Immunology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.002236261,0.0004550139,0.000511596,0.001615171,0.0003603122,0.001008105,0.0003707604,0.0006281907,0.00097408],"category_scores_gemma":[0.01964674,0.0002340809,0.0003009768,0.0006337675,0.0005564736,0.0007283519,0.0006306881,0.000385491,0.0004777152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003623544,"about_ca_system_score_gemma":0.0004677648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001560626,"about_ca_topic_score_gemma":0.001333283,"domain_scores_codex":[0.9974969,0.0007496345,0.0004896029,0.0002034268,0.000715957,0.0003444514],"domain_scores_gemma":[0.9883603,0.005657396,0.002515102,0.0006846014,0.002225528,0.0005570872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002123493,0.00002248256,0.9908558,0.00002724681,0.0000257112,0.001350087,0.0001593161,0.00004776701,0.001227897,0.00002234204,0.000106448,0.005942524],"study_design_scores_gemma":[0.00003210716,0.0007143351,0.9670547,0.00009969646,0.0001434504,0.0239745,0.0009573667,0.00129101,0.004014129,0.0001786858,0.001520123,0.00001984372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968534,0.001458985,0.0003890267,0.000123289,0.00001793758,0.00001202003,0.00008384969,0.00001342158,0.001048159],"genre_scores_gemma":[0.9991635,0.0002512442,0.0003241868,0.00006894447,0.00003045207,0.000006357216,0.00009352914,0.00000478302,0.00005695646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002236261,"threshold_uncertainty_score":0.01182663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03985073563995962,"score_gpt":0.3010234971783375,"score_spread":0.2611727615383779,"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."}}