{"id":"W3018613541","doi":"10.3171/2020.1.peds19537","title":"Long-term outcomes after surgery for catastrophic epilepsy in infants: institutional experience and review of the literature","year":2020,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Term (time); Epilepsy; Epilepsy surgery; Intensive care medicine; General surgery; Pediatrics; Psychiatry","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":[0.001088352,0.0004044863,0.0005170388,0.003721521,0.0004544181,0.0008977643,0.0007357127,0.0006369605,0.000817526],"category_scores_gemma":[0.005981002,0.0002059155,0.0004718348,0.004620356,0.0006492658,0.0007478886,0.0005460388,0.0003574645,0.000263216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005017453,"about_ca_system_score_gemma":0.0007998617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001252528,"about_ca_topic_score_gemma":0.0021123,"domain_scores_codex":[0.9988847,0.0002139627,0.0004912937,0.0001102106,0.0002201615,0.00007961524],"domain_scores_gemma":[0.994988,0.001674694,0.002520028,0.0001122641,0.000498737,0.0002063108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002452701,0.0001731819,0.7767884,0.009039835,0.0006354965,0.06360409,0.002699487,0.0003020737,0.001289631,0.0003222211,0.003690988,0.1412094],"study_design_scores_gemma":[0.00003178985,0.0005408639,0.7515583,0.00723583,0.0008674794,0.2170633,0.007166041,0.0002040472,0.0008708666,0.000201546,0.01417498,0.00008492409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.608561,0.3857007,0.0003939973,0.0006117441,0.0001155125,0.0000664122,0.0008735379,0.00002949664,0.003647622],"genre_scores_gemma":[0.801569,0.1960939,0.0006451637,0.0003379937,0.000274477,0.00005850828,0.0007910299,0.00001061003,0.0002193888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003721521,"threshold_uncertainty_score":0.005755842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03788153809347804,"score_gpt":0.3140205492801405,"score_spread":0.2761390111866625,"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."}}