{"id":"W4417187636","doi":"10.1017/cjn.2025.10491","title":"Screening and Management of Depression and Anxiety in People With Epilepsy: A Quality Improvement Study","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Anxiety; Depression (economics); Psychological intervention; Quality management; Quality (philosophy); Epilepsy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03982993,0.0003716043,0.001115152,0.003487472,0.0009729679,0.001687033,0.001048306,0.0007819188,0.001059749],"category_scores_gemma":[0.06151042,0.0003663738,0.002340958,0.006500979,0.0009326715,0.001659357,0.002572073,0.001380824,0.0001108701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004335115,"about_ca_system_score_gemma":0.008967698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01638112,"about_ca_topic_score_gemma":0.01579905,"domain_scores_codex":[0.9727792,0.01401055,0.005578369,0.001550874,0.00470617,0.001374796],"domain_scores_gemma":[0.932451,0.01416312,0.03130145,0.00249369,0.01097687,0.008613947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008393934,0.001387751,0.9051188,0.002163535,0.001257665,0.00006532556,0.001521834,0.0002950904,0.0001036766,0.0001487411,0.003358169,0.08374014],"study_design_scores_gemma":[0.0008465543,0.001821672,0.9908174,0.001543696,0.0006506368,0.00009542764,0.001469225,0.0004974292,0.00007171671,0.00009856807,0.002052225,0.00003539406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9456512,0.0262674,0.002401289,0.01290449,0.0003478781,0.003676542,0.004400169,0.0001344023,0.004216515],"genre_scores_gemma":[0.9820455,0.006777961,0.005070567,0.001841266,0.000174185,0.001614262,0.002286894,0.00001360351,0.0001758375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03982993,"threshold_uncertainty_score":0.2106433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03265646339654031,"score_gpt":0.3248673290676668,"score_spread":0.2922108656711265,"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."}}