{"id":"W1945110655","doi":"10.3171/2009.8.jns08338","title":"Morbidity in epilepsy surgery: an experience based on 2449 epilepsy surgery procedures from a single institution","year":2009,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":141,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Medicine; Surgery; Epilepsy; Complication; Hematoma; Stereoelectroencephalography; Epilepsy surgery; Intracranial hematoma; Hemiparesis; Retrospective cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009040005,0.0005109807,0.0003974919,0.00195479,0.0007258661,0.0009347471,0.0004529685,0.0004679876,0.001831709],"category_scores_gemma":[0.004257378,0.0004504223,0.0005743319,0.001839672,0.0004842731,0.000784829,0.0009228017,0.0004831225,0.0004981305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007670101,"about_ca_system_score_gemma":0.0008338153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003029384,"about_ca_topic_score_gemma":0.006056919,"domain_scores_codex":[0.9987993,0.0002757828,0.000230012,0.0002026527,0.0002951672,0.0001969704],"domain_scores_gemma":[0.9963452,0.0007625988,0.001753915,0.0002266061,0.000339071,0.0005725662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006707416,0.00008086846,0.984152,0.00005400143,0.00006449339,0.002198356,0.0004952653,0.0001181894,0.0003625319,0.00002146593,0.0003341196,0.01205169],"study_design_scores_gemma":[0.00001793711,0.0007251737,0.97649,0.00009681158,0.00007726777,0.01847305,0.001678993,0.000260322,0.0006026496,0.00003883156,0.001501125,0.00003768482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982719,0.000801284,0.0002819927,0.00007599979,0.00001223773,0.00001733568,0.0001592384,0.000008083136,0.0003717918],"genre_scores_gemma":[0.9974746,0.001371566,0.0003983795,0.00009467425,0.00005490634,0.00001821645,0.0003727108,0.000008570559,0.00020628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003029384,"threshold_uncertainty_score":0.006127656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06928966711009342,"score_gpt":0.3218184906476407,"score_spread":0.2525288235375472,"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."}}