{"id":"W2588361726","doi":"10.1016/j.seizure.2017.02.001","title":"The broad spectrum of first seizure and newly-diagnosed epilepsy","year":2017,"lang":"en","type":"editorial","venue":"Seizure","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Dalhousie University","funders":"","keywords":"Epilepsy; Scopus; Seizure types; Seizure Disorders; Epileptic seizure; Medicine; Psychiatry; Antiepileptic drug; Psychology; Pediatrics; MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000471499,0.0004740958,0.0009108852,0.0001162172,0.0006482484,0.0001389155,0.000478166,0.0009088017,0.0001210256],"category_scores_gemma":[0.002342408,0.000291366,0.0002768065,0.00010287,0.0005408457,0.00006983103,0.0002322858,0.001430348,0.00007207102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001515875,"about_ca_system_score_gemma":0.0008816885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008854719,"about_ca_topic_score_gemma":0.002841676,"domain_scores_codex":[0.9969805,0.00008749134,0.0004156063,0.0006041447,0.00122782,0.0006843716],"domain_scores_gemma":[0.99579,0.001569027,0.0003781285,0.001565256,0.0002981452,0.0003994518],"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":[0.0005962672,0.0001598218,0.006484855,0.0005055659,0.0005880677,0.0008698055,0.0001497563,2.386481e-7,0.00000430414,0.0000415432,0.986605,0.003994715],"study_design_scores_gemma":[0.004184265,0.001161428,0.005549329,0.0008272761,0.0003465942,0.00003794273,0.00008592592,0.00001041385,0.00008814337,0.0003800911,0.9870956,0.0002329855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.007374396,0.03569987,0.00000869201,0.01895737,0.9069597,0.003708964,0.00165854,0.0001860738,0.02544646],"genre_scores_gemma":[0.02540032,0.03316147,0.0001354365,0.00005266526,0.8954507,0.0001774155,0.001044141,0.0001656142,0.04441224],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01896578,"threshold_uncertainty_score":0.9999539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131776491972587,"score_gpt":0.2987872074423046,"score_spread":0.2874694425225787,"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."}}