{"id":"W7117996636","doi":"10.1007/978-3-032-10050-4_19","title":"Epilepsy Assessment","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Epilepsy; Adverse effect; Patient assessment; Drug; Antiepileptic drug; Drug reaction","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000380797,0.0004952083,0.0002978128,0.0008214493,0.0004307092,0.0009783235,0.000596206,0.0004491052,0.1781207],"category_scores_gemma":[0.001400121,0.0001305271,0.0002578633,0.0003675193,0.0001827438,0.0006918688,0.0008298237,0.0009217436,0.09703463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004887049,"about_ca_system_score_gemma":0.00135219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002648194,"about_ca_topic_score_gemma":0.008720963,"domain_scores_codex":[0.9997892,0.00002864766,0.0000127256,0.00002210647,0.0001230075,0.00002428459],"domain_scores_gemma":[0.9996766,0.00005401898,0.00001298695,0.0000300527,0.00017656,0.00004970405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004970419,0.00007435152,0.000606606,0.0000969969,0.000003577719,0.0003324028,0.0001040201,0.0001203779,0.0007593274,0.005807635,0.3973677,0.5946773],"study_design_scores_gemma":[0.00001329973,0.00004553296,0.002121522,0.0002707402,0.000005727565,0.001593009,0.0001290429,0.0002064696,0.0006736151,0.005683218,0.9892483,0.000009551939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002047548,0.001814378,0.006869861,0.002848973,0.0009762025,0.0003096688,0.001407429,0.0006372452,0.9830887],"genre_scores_gemma":[0.01139253,0.002891496,0.007358885,0.001711533,0.0002941791,0.0001957653,0.001399918,0.000224332,0.9745315],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1781207,"threshold_uncertainty_score":0.595873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02783961915120779,"score_gpt":0.3447424662139058,"score_spread":0.3169028470626979,"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."}}