{"id":"W4416176919","doi":"10.1159/000549430","title":"Technical Neurosurgical Aspects of Pediatric Epilepsy Surgery Including Resections and Disconnections","year":2025,"lang":"en","type":"article","venue":"Pediatric Neurosurgery","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Neuromodulation; Neurostimulation; Pediatric epilepsy; Epilepsy surgery; Quality of life (healthcare); Epilepsy; Pediatric 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":[],"consensus_categories":[],"category_scores_codex":[0.0003004737,0.0002808909,0.0007280056,0.001023193,0.0002707628,0.0000316844,0.00008229767,0.0001732877,0.00005281077],"category_scores_gemma":[0.001881756,0.0002389921,0.0003651443,0.00219532,0.0001424162,0.0001098261,0.0001971066,0.000473848,0.000008751821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000301407,"about_ca_system_score_gemma":0.0002254175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002387125,"about_ca_topic_score_gemma":0.00000404728,"domain_scores_codex":[0.9976609,0.0001575505,0.0007637757,0.0006598707,0.0003176653,0.0004402032],"domain_scores_gemma":[0.996232,0.002841461,0.000199053,0.0004033133,0.00009552851,0.0002286739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001844142,0.0008897355,0.9890533,0.0001818065,0.00002175978,0.0003226032,0.000005160739,0.000003949016,0.0005201672,0.00110801,0.007127732,0.0005813422],"study_design_scores_gemma":[0.0008043584,0.0002399237,0.9939875,0.00001598346,0.0006388401,0.0001161464,0.000008151177,0.00003014508,0.0001978808,0.003207692,0.000553872,0.0001995028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898497,0.001304916,0.0001224305,0.002325031,0.0009576911,0.0004041195,0.00002309168,0.0002060519,0.004806983],"genre_scores_gemma":[0.9936025,0.004899335,0.00004082637,0.0007178697,0.0003742873,0.0000674581,0.00001136172,0.00002912691,0.0002572562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00657386,"threshold_uncertainty_score":0.9745815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03819966092805787,"score_gpt":0.3002772693358219,"score_spread":0.2620776084077641,"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."}}