{"id":"W4408925216","doi":"10.1177/15357597251324024","title":"Comprehensive Epilepsy Care: The Key to Cutting Costs and Seizing Better Outcomes","year":2025,"lang":"en","type":"letter","venue":"Epiliepsy currents/Epilepsy currents","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Key (lock); Epilepsy; Business; Medicine; Risk analysis (engineering); Computer science; Psychiatry; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0005499806,0.002424395,0.003189457,0.001365463,0.001228732,0.0005552127,0.001516652,0.001339151,0.0003860185],"category_scores_gemma":[0.0008311616,0.00177186,0.001222911,0.001339278,0.0006667568,0.0003235233,0.001751197,0.007280683,0.001197809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001461024,"about_ca_system_score_gemma":0.0007474495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003769443,"about_ca_topic_score_gemma":0.00002772826,"domain_scores_codex":[0.9877205,0.001003029,0.002025209,0.00309921,0.003013444,0.003138633],"domain_scores_gemma":[0.9920937,0.001904069,0.0006655053,0.003007577,0.001186393,0.001142716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001613503,0.0003011426,0.3172603,0.001824746,0.001137807,0.0005698877,0.0009695492,0.000002004415,0.00001129288,0.00001588517,0.5932489,0.08449711],"study_design_scores_gemma":[0.004940052,0.0007203704,0.08126865,0.004125164,0.00127346,0.0001246094,0.0005279102,0.00007604642,0.00008772283,0.00007090811,0.9053717,0.001413473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1212611,0.02389949,0.0002075598,0.8157616,0.01307896,0.01309051,0.003066315,0.0008441542,0.008790258],"genre_scores_gemma":[0.1257769,0.004437109,0.002257442,0.8324521,0.0107355,0.003326339,0.01070127,0.0008120088,0.009501394],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3121227,"threshold_uncertainty_score":0.9999573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03355770704009903,"score_gpt":0.3355273507421032,"score_spread":0.3019696437020042,"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."}}