{"id":"W4415133196","doi":"10.1111/epi.18679","title":"Normalization of deviance in neuromodulation for epilepsy","year":2025,"lang":"en","type":"article","venue":"Epilepsia","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Normalization (sociology); Epilepsy; Harm; Neuromodulation; Adverse effect; Deviance (statistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0194376,0.0003790223,0.0006471971,0.0008063457,0.002254975,0.003294175,0.002221947,0.01185819,0.001717618],"category_scores_gemma":[0.1201986,0.0001999694,0.00137507,0.0007409909,0.01067559,0.004270861,0.002446043,0.01352636,0.0005943595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005047174,"about_ca_system_score_gemma":0.00916672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006454402,"about_ca_topic_score_gemma":0.01350307,"domain_scores_codex":[0.969381,0.01866101,0.004176378,0.00198888,0.00494749,0.0008452595],"domain_scores_gemma":[0.9194041,0.06335399,0.005063828,0.001920905,0.009265257,0.0009919885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001860666,0.00003877182,0.001768844,0.003593593,0.0001633344,0.001545581,0.007208026,0.000410098,0.0005027791,0.2692535,0.5846623,0.1306672],"study_design_scores_gemma":[0.00004965009,0.0001093732,0.002096631,0.009663663,0.000113363,0.001739657,0.002525188,0.0003404874,0.0007379702,0.08781472,0.8947065,0.0001027464],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001490741,0.06646942,0.003166139,0.894554,0.02293092,0.00004725409,0.00009087138,0.00004449635,0.01120611],"genre_scores_gemma":[0.07980576,0.06271061,0.003301367,0.8114879,0.03714596,0.0001883578,0.00007228563,0.00006220854,0.005225496],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0194376,"threshold_uncertainty_score":0.1027971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734815448984521,"score_gpt":0.3068983194375345,"score_spread":0.2895501649476893,"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."}}