{"id":"W4220666650","doi":"10.1111/epi.17238","title":"“Obvious” indications for Neural antibody testing in Epilepsy or Seizures: The ONES checklist","year":2022,"lang":"en","type":"article","venue":"Epilepsia","topic":"Autoimmune Neurological Disorders and Treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Epilepsy; Etiology; Medicine; Checklist; False positive paradox; Pediatrics; Internal medicine; Psychology; Psychiatry; Machine learning","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002059421,0.0001459352,0.0002615926,0.00008391823,0.0004761131,0.0000178066,0.0001875922,0.0000412338,0.000319629],"category_scores_gemma":[0.0005511128,0.00008855415,0.00009311067,0.0005086235,0.00008599122,0.00003863972,0.0001242895,0.0003235725,0.00001196864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004732725,"about_ca_system_score_gemma":0.00008814764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001143727,"about_ca_topic_score_gemma":0.00001726728,"domain_scores_codex":[0.998812,0.00009490289,0.0002958913,0.0002890641,0.0002033291,0.0003047721],"domain_scores_gemma":[0.9989902,0.0005077837,0.0001179621,0.0003057012,0.00003009054,0.00004822974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009774364,0.001896595,0.9706475,0.00005816991,0.0000927733,0.0004188196,0.0009708888,0.0005770721,0.001179419,0.001771721,0.00490886,0.01650079],"study_design_scores_gemma":[0.002341656,0.00142722,0.9733164,0.0000148729,0.00007281381,0.0001665609,0.0004491567,0.005300594,0.00001609938,0.000767137,0.01600663,0.0001208536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869829,0.0004334226,0.000126653,0.0083074,0.000189254,0.001417005,0.0000619875,0.0001009148,0.002380454],"genre_scores_gemma":[0.994706,0.00001946888,0.0003598441,0.002653677,0.00004776424,0.0006536844,0.0001704956,0.00002536797,0.001363648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01637994,"threshold_uncertainty_score":0.3661925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05037351582813059,"score_gpt":0.335505138172678,"score_spread":0.2851316223445474,"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."}}