{"id":"W4406128119","doi":"10.1177/15357597241306231","title":"Do We Practice What We Preach? Examining Barriers to Timely Epilepsy Surgery Referrals","year":2025,"lang":"en","type":"article","venue":"Epiliepsy currents/Epilepsy currents","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epilepsy; Epilepsy surgery; Medicine; Clinical Practice; Psychology; Nursing; Psychiatry","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002861038,0.001599415,0.002456976,0.002297274,0.0008788323,0.0008509398,0.001101302,0.0006065923,0.002913037],"category_scores_gemma":[0.008772193,0.001483976,0.000902408,0.003240224,0.000409712,0.002504925,0.0008841873,0.002075453,0.003527024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190789,"about_ca_system_score_gemma":0.002116809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008840478,"about_ca_topic_score_gemma":0.00001561832,"domain_scores_codex":[0.9877307,0.001302822,0.00237785,0.002900887,0.002710756,0.002977024],"domain_scores_gemma":[0.9887202,0.002862153,0.0006569236,0.002864599,0.00108215,0.003813937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002412797,0.002681236,0.4030249,0.00100713,0.001393058,0.0003602303,0.001678796,0.00002032261,0.0003117176,0.0004483932,0.1998705,0.3867909],"study_design_scores_gemma":[0.008958948,0.002015518,0.07142982,0.0197198,0.001691189,0.0002239791,0.006534193,0.0002880804,0.002577451,0.001031635,0.8832273,0.002302035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7455035,0.1279557,0.001031181,0.05488463,0.02652847,0.01218584,0.0007117011,0.00196545,0.02923345],"genre_scores_gemma":[0.9271211,0.05765545,0.001732702,0.002684934,0.0010556,0.001558741,0.0007507606,0.0002821854,0.007158513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6833569,"threshold_uncertainty_score":0.9996754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0766779411544417,"score_gpt":0.3834237289584209,"score_spread":0.3067457878039792,"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."}}