{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008733673,0.0006738642,0.0004932986,0.005901707,0.0004435109,0.0007182204,0.001094938,0.0005604356,0.001568791],"category_scores_gemma":[0.03974158,0.0002339595,0.001040142,0.001770295,0.0006651788,0.001343318,0.001592141,0.0005643535,0.000454948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007804125,"about_ca_system_score_gemma":0.002585818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001597202,"about_ca_topic_score_gemma":0.003837347,"domain_scores_codex":[0.9926201,0.002440205,0.002573959,0.000229514,0.001807838,0.0003285574],"domain_scores_gemma":[0.9482973,0.02054118,0.01786816,0.0008240206,0.01085753,0.001611855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003310267,0.00008810175,0.9357702,0.001293663,0.000122757,0.001101815,0.0005493499,0.0007969044,0.0006811765,0.0004513639,0.01080107,0.04801257],"study_design_scores_gemma":[0.0001586808,0.001056168,0.9573014,0.003015392,0.0003005004,0.01119952,0.003112031,0.004552266,0.002236444,0.001017518,0.01591404,0.0001360728],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9472491,0.00638179,0.01737918,0.004571851,0.000496357,0.002316705,0.007299428,0.0005793615,0.01372608],"genre_scores_gemma":[0.9612861,0.002555323,0.02800809,0.0006811232,0.0001840035,0.001035414,0.00533309,0.00004182285,0.0008749983],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008733673,"threshold_uncertainty_score":0.04618865,"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."}}