{"id":"W4417435815","doi":"10.3390/children12121709","title":"Status Epilepsy Syndromes Made Easy: Pediatric Perspectives","year":2025,"lang":"en","type":"article","venue":"Children","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Status epilepticus; Epilepsy; Ketogenic diet; Etiology; Epilepsy syndromes; Refractory (planetary science); Autoimmune encephalitis; Plasmapheresis","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":[0.00008099433,0.0001534032,0.0002609997,0.0002773408,0.0001029898,0.000026399,0.00009023067,0.00006619764,0.0005205079],"category_scores_gemma":[0.0001560192,0.0001200504,0.0001264749,0.0004108914,0.00009503715,0.00005317603,0.00006728305,0.000225726,0.0002820195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001644289,"about_ca_system_score_gemma":0.0002942442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008837532,"about_ca_topic_score_gemma":0.000003697359,"domain_scores_codex":[0.998782,0.00004015666,0.0001497418,0.0003372233,0.0002398854,0.0004509831],"domain_scores_gemma":[0.9992353,0.00006698132,0.00002785257,0.0003546206,0.00007477725,0.000240413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008142202,0.0003804507,0.9878637,0.00003623022,0.0002774022,0.00005374463,0.0002264112,5.350468e-7,0.00003283222,0.001284467,0.006024719,0.003738092],"study_design_scores_gemma":[0.001879812,0.0002770515,0.9961372,0.00003362653,0.0001756462,0.00004203262,0.0002469288,0.000003141788,0.0002404848,0.0003586715,0.0005130603,0.0000923473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607092,0.01083226,0.00004039768,0.001348994,0.00007436526,0.0005594184,0.00003732746,0.0001208841,0.02627712],"genre_scores_gemma":[0.98747,0.002377302,0.0003432606,0.0001399335,0.0001982175,0.00004019778,0.00007740536,0.00001642088,0.009337288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02676074,"threshold_uncertainty_score":0.5699196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01268286039774826,"score_gpt":0.3027120721523165,"score_spread":0.2900292117545683,"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."}}