{"id":"W2253335588","doi":"10.1111/epi.13327","title":"Where are they now? Psychosocial, educational, and vocational outcomes after epilepsy surgery in childhood","year":2016,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"Epilepsy Research Program of the Ontario Brain Institute; Government of Ontario; Ontario Brain Institute","keywords":"Psychosocial; Epilepsy; Epilepsy surgery; Population; Medicine; Vocational education; Pediatrics; Checklist; Socioeconomic status; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002932863,0.000221992,0.0004290549,0.0002441796,0.00007393642,0.00002744569,0.00007555077,0.0001124303,0.001448272],"category_scores_gemma":[0.0002857171,0.0001400848,0.0001450685,0.0001542367,0.0001175863,0.000165533,0.0000402015,0.0001589634,0.0005268291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001561558,"about_ca_system_score_gemma":0.0003570959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004957477,"about_ca_topic_score_gemma":0.0005296048,"domain_scores_codex":[0.9982926,0.00009556997,0.0003593412,0.0004263798,0.0004078413,0.0004183277],"domain_scores_gemma":[0.9983672,0.0007919099,0.00009662968,0.0003503928,0.0001093099,0.0002845249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001541164,0.0007526682,0.9690332,0.00004636078,0.00009925666,0.00004024414,0.0001722571,3.143345e-8,0.00003106624,0.0006969548,0.0231122,0.005861655],"study_design_scores_gemma":[0.00159081,0.00006351783,0.9905208,0.0004920058,0.00002485862,0.00002969723,0.00005929538,4.902607e-7,0.00001549406,0.003169731,0.003872911,0.0001603693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8860262,0.001974893,0.000009208155,0.1085446,0.0002133627,0.0004827325,0.00007347295,0.00003649763,0.002639047],"genre_scores_gemma":[0.992578,0.002698433,0.0003323632,0.0007132384,0.0003124305,0.0003614021,0.00003773754,0.00003316766,0.002933282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1078313,"threshold_uncertainty_score":0.9994645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01788588500545297,"score_gpt":0.3017817742642256,"score_spread":0.2838958892587727,"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."}}