{"id":"W2309379260","doi":"10.1007/s00415-016-8089-0","title":"Long-term outcomes of behavior problems after epilepsy surgery in childhood","year":2016,"lang":"en","type":"article","venue":"Journal of Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Smiths Detection (Canada); Hospital for Sick Children","funders":"Epilepsy Research Program of the Ontario Brain Institute; Government of Ontario; Ontario Brain Institute","keywords":"Neuroradiology; Neurology; Epilepsy; Term (time); Epilepsy surgery; Medicine; Neurosurgery; Pediatrics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003099997,0.0001086875,0.0005872481,0.0003208695,0.000008209307,0.000002758478,0.00007689355,0.00008558187,0.0002547655],"category_scores_gemma":[0.0002138419,0.00005714789,0.0002320815,0.00009233278,0.00009137017,0.00007797351,0.00003169848,0.0002469893,0.00001504613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002366057,"about_ca_system_score_gemma":0.0001410939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005410926,"about_ca_topic_score_gemma":0.00003024451,"domain_scores_codex":[0.9986166,0.0001217884,0.0006012376,0.0001222134,0.0002622019,0.0002759216],"domain_scores_gemma":[0.9988968,0.0003892217,0.0002562989,0.000181241,0.0001121103,0.0001643132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008332581,0.001260408,0.9825564,0.00002438037,0.00008386444,0.004913079,0.00003707613,1.725797e-7,0.001420067,0.000002308947,0.00009846719,0.008770521],"study_design_scores_gemma":[0.002558538,0.00228668,0.9927486,0.00009586853,0.00007102505,0.001587201,0.000001100576,9.536742e-8,0.000511144,0.00004371379,0.00005383053,0.00004218048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930258,0.0003794113,0.000006245185,0.006157068,0.0001835563,0.0002029582,0.000005258848,0.000003851434,0.00003580505],"genre_scores_gemma":[0.9989095,0.0005116116,0.00002781108,0.0003514081,0.00007941181,0.00001907934,7.358832e-7,0.00001454531,0.00008586344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01019222,"threshold_uncertainty_score":0.2789504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02991642193540301,"score_gpt":0.3086100563437316,"score_spread":0.2786936344083286,"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."}}