{"id":"W4414160657","doi":"10.1002/epi4.70136","title":"Epileptic drop attacks: More than just atonic seizures","year":2025,"lang":"en","type":"article","venue":"Epilepsia Open","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Epilepsy; Epileptic seizure; Corpus callosotomy; Seizure types; Electroencephalography; Epilepsy surgery","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":[0.0004346128,0.0003290425,0.0006706878,0.000246477,0.0002859147,0.0002044834,0.0007028301,0.0001595862,0.001872749],"category_scores_gemma":[0.0002460983,0.0002580781,0.0002191111,0.0006389276,0.0002661156,0.000233737,0.0006766455,0.0004417464,0.001313744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002956726,"about_ca_system_score_gemma":0.0007250085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000520066,"about_ca_topic_score_gemma":0.0001648618,"domain_scores_codex":[0.9975588,0.0001325687,0.0004318254,0.0006683021,0.0004614762,0.0007470028],"domain_scores_gemma":[0.9980516,0.0001921591,0.00008094886,0.001103015,0.0001578446,0.0004144161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001476442,0.001513183,0.6768375,0.00039808,0.001394161,0.001812813,0.0006223077,0.00001040709,0.0007734177,0.01184765,0.2824966,0.02081743],"study_design_scores_gemma":[0.008404541,0.001241587,0.8265368,0.0009923961,0.0004999132,0.0001620764,0.001111681,0.000468688,0.003134967,0.001476676,0.1554948,0.0004758084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6916473,0.002157428,0.0002239825,0.02643081,0.0004451915,0.003967309,0.0000604819,0.0002279294,0.2748396],"genre_scores_gemma":[0.9286308,0.0004121107,0.001142015,0.002145706,0.0001416922,0.0003865361,0.0001716691,0.00004465753,0.06692481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2369835,"threshold_uncertainty_score":0.9999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04129895951278192,"score_gpt":0.4008542084865767,"score_spread":0.3595552489737948,"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."}}