{"id":"W4412634771","doi":"10.1016/j.yebeh.2025.110616","title":"Association of road traffic noise with the risk of new-onset epilepsy","year":2025,"lang":"en","type":"article","venue":"Epilepsy & Behavior","topic":"Noise Effects and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; London Health Sciences Centre; Western University","funders":"Institut canadien d'information sur la santé; Ontario Ministry of Health and Long-Term Care; Western University; Institute for Clinical Evaluative Sciences; Industrial Research and Consultancy Centre; London Health Sciences Centre","keywords":"Epilepsy; Association (psychology); Noise (video); Medicine; Psychology; Psychiatry; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003898916,0.0002440098,0.0002927897,0.0006377414,0.0003579509,0.0006339088,0.0003075328,0.0006977023,0.004092637],"category_scores_gemma":[0.003998967,0.000215901,0.0009287653,0.0006677324,0.0002448906,0.0003525782,0.000414386,0.0008635198,0.0003236071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003316743,"about_ca_system_score_gemma":0.0005838469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01409948,"about_ca_topic_score_gemma":0.01208769,"domain_scores_codex":[0.9995015,0.0001225834,0.00006768126,0.00009629836,0.0000951289,0.0001169408],"domain_scores_gemma":[0.9968706,0.0008982192,0.001183906,0.0001979096,0.0004231153,0.0004262867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003173409,0.00008189224,0.99735,0.00001446191,0.0001559117,0.0001084517,0.00002647363,0.00009328302,0.0002174558,0.00002730001,0.00008654132,0.001520873],"study_design_scores_gemma":[0.000005257899,0.0001385463,0.9987199,0.000006555547,0.00006775473,0.0002080155,0.0001159487,0.0004796301,0.0000466496,0.00004735134,0.0001586193,0.000005827278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956629,0.0008793063,0.0002516082,0.000223998,0.000046234,0.000007460814,0.0003568772,0.00001348082,0.00255804],"genre_scores_gemma":[0.9989523,0.0002160739,0.00006344786,0.00002138987,0.00004506651,0.000003122125,0.0001389467,0.000002567747,0.0005571035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01409948,"threshold_uncertainty_score":0.02803481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01678231230024889,"score_gpt":0.3416482562301434,"score_spread":0.3248659439298945,"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."}}