{"id":"W4297519237","doi":"10.1212/wnl.0000000000201100","title":"Epilepsy Risk Following Bariatric Surgery for Weight Loss","year":2022,"lang":"en","type":"article","venue":"Neurology","topic":"Diet and metabolism studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Epilepsy; Cohort; Epilepsy surgery; Population; Weight loss; Retrospective cohort study; Cohort study; Surgery; Pediatrics; Obesity; Proportional hazards model; Risk factor; Confounding; Psychiatry; Internal medicine; Environmental health","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":[0.0004882444,0.000120625,0.000132139,0.0004025173,0.0002801797,0.0004053361,0.0002487352,0.000176868,0.001322961],"category_scores_gemma":[0.002825578,0.0001242627,0.0003858125,0.0005501125,0.0002190965,0.0002033374,0.0004265216,0.0003568961,0.0001101328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065007,"about_ca_system_score_gemma":0.001080964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09273489,"about_ca_topic_score_gemma":0.1242019,"domain_scores_codex":[0.999651,0.0000548043,0.0000321903,0.00007487224,0.0001129607,0.00007416095],"domain_scores_gemma":[0.9986156,0.0001553441,0.0008474214,0.0000620259,0.0001936206,0.0001259237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001012069,0.00001016532,0.9970562,0.00002180879,0.00005397176,0.00007600873,0.00004806041,0.00004215255,0.00005660881,0.00002487931,0.0001224841,0.002386355],"study_design_scores_gemma":[0.000006540415,0.00003410289,0.9992265,0.00002176814,0.00003225109,0.0002270151,0.0000572903,0.0000975119,0.00002404223,0.00003211945,0.0002386804,0.000002281755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959893,0.001172945,0.0002052446,0.0002622228,0.00001370352,0.00002199102,0.001045374,0.000006312898,0.001282996],"genre_scores_gemma":[0.9985258,0.0005416336,0.00008830212,0.00004596423,0.000009813845,0.000008774887,0.0005249124,0.000001503407,0.0002532639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09273489,"threshold_uncertainty_score":0.1843902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567883265239337,"score_gpt":0.2546689956798303,"score_spread":0.2389901630274369,"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."}}