{"id":"W4380681858","doi":"10.1177/15357597231175009","title":"Is There a Continuum Between Acute Symptomatic Seizures Secondary to Autoimmune Encephalitis and Autoimmune-Associated Epilepsy?","year":2023,"lang":"en","type":"article","venue":"Epiliepsy currents/Epilepsy currents","topic":"Autoimmune Neurological Disorders and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Autoimmune encephalitis; Medicine; Epilepsy; Encephalitis; Immunology; Psychiatry; Virus","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006483904,0.001258346,0.002281412,0.000734255,0.0007171856,0.0002091952,0.0007641217,0.0005793997,0.001465984],"category_scores_gemma":[0.0005258519,0.001107381,0.000680403,0.002023552,0.0004031029,0.0004209083,0.0008717809,0.001303113,0.002355716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002181358,"about_ca_system_score_gemma":0.0002297573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000146985,"about_ca_topic_score_gemma":0.000009859937,"domain_scores_codex":[0.9927202,0.0004578649,0.001765331,0.001814858,0.001278724,0.00196303],"domain_scores_gemma":[0.9965073,0.0004718969,0.0005932181,0.001329871,0.0002723009,0.0008254506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002865084,0.001476316,0.8535187,0.0003619803,0.002069364,0.0004510981,0.001984873,0.000003602504,0.0005453953,0.00005166394,0.04200668,0.09724388],"study_design_scores_gemma":[0.007741051,0.001552453,0.9691449,0.001137555,0.0009756578,0.00006817061,0.0002080627,0.0005168573,0.0001742322,0.001010596,0.01650902,0.0009614184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984388,0.004003598,0.00007498187,0.002673212,0.00200106,0.002568651,0.00141689,0.001341632,0.001531992],"genre_scores_gemma":[0.989861,0.00192942,0.00009618313,0.001208572,0.0001497961,0.0004724686,0.001927915,0.0001903869,0.004164307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1156263,"threshold_uncertainty_score":0.9994468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02716872351319872,"score_gpt":0.3090157162045711,"score_spread":0.2818469926913724,"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."}}