{"id":"W4408957019","doi":"10.1111/epi.18389","title":"The association of air pollution with new‐onset epilepsy","year":2025,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; London Health Sciences Centre; Western University","funders":"Western University; Government of Ontario; Lawson Health Research Institute","keywords":"Epilepsy; Association (psychology); Medicine; Psychology; Psychiatry; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004072842,0.0002592131,0.0002434442,0.0006472181,0.0002643044,0.0005245213,0.0003894819,0.0002724339,0.001397418],"category_scores_gemma":[0.002152647,0.0001814425,0.0004999402,0.000758093,0.0003298161,0.0001768013,0.0003306854,0.0003030988,0.00008710272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001605652,"about_ca_system_score_gemma":0.001092259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3813835,"about_ca_topic_score_gemma":0.3963001,"domain_scores_codex":[0.9994938,0.00008045492,0.00005473369,0.0001347819,0.0001499652,0.000086221],"domain_scores_gemma":[0.9976544,0.0003048239,0.001226796,0.0001324776,0.0004521478,0.0002294048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008748886,0.000007391704,0.9983695,0.00002524367,0.0001239186,0.0000660184,0.00002341318,0.00005978741,0.0002013446,0.00001269214,0.0001017033,0.0009214811],"study_design_scores_gemma":[0.000002781408,0.00001056126,0.999564,0.000005487109,0.00002766613,0.00005918358,0.00001950253,0.0001501018,0.00003940754,0.00000956717,0.000110292,0.00000140898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944675,0.002169174,0.0002617003,0.0001686038,0.00001529893,0.00001475613,0.001760655,0.00001194844,0.001130348],"genre_scores_gemma":[0.9987267,0.0004302791,0.00006392313,0.00001701283,0.00001081059,0.000003240867,0.0004915866,0.000001509816,0.0002549234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3813835,"threshold_uncertainty_score":0.7583271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009561622375667222,"score_gpt":0.2850542426583035,"score_spread":0.2754926202826363,"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."}}