{"id":"W3025995879","doi":"10.1016/j.seizure.2020.03.011","title":"Importance of prompt diagnosis in pediatric epilepsy outcomes","year":2020,"lang":"en","type":"article","venue":"Seizure","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Health; University of Saskatchewan; Royal University Hospital; Saskatchewan Health Authority","funders":"","keywords":"Epilepsy; Medicine; Pediatrics; Neurology; Cohort; Pediatric Neurology; Retrospective cohort study; Cohort study; Pediatric epilepsy; Psychiatry; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00007752211,0.0001011993,0.0003143643,0.00007004304,0.0000127335,0.000003506816,0.00007008375,0.00004598187,0.0002206013],"category_scores_gemma":[0.0002804389,0.00007378046,0.00008708821,0.0003618872,0.00002411137,0.00003826878,0.00003412691,0.0001670776,0.00006236054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003074872,"about_ca_system_score_gemma":0.0001043297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000415912,"about_ca_topic_score_gemma":0.00005174553,"domain_scores_codex":[0.9990611,0.00002392334,0.0002325133,0.0002052148,0.000260388,0.000216876],"domain_scores_gemma":[0.9994466,0.00007816506,0.00005386111,0.000179206,0.00004355252,0.000198672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007590542,0.0002533728,0.9947193,0.0002063064,0.00003342479,0.0003384408,0.0003170066,0.00000154157,0.00002287539,0.00003875449,0.003035018,0.0009580014],"study_design_scores_gemma":[0.001471088,0.0004907619,0.9967067,0.00002182731,0.0000429721,0.000003618644,0.00005153029,0.00002334973,0.000608037,0.00007114776,0.0004501934,0.00005876135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845414,0.001029148,0.000002759398,0.012681,0.00002298656,0.0004709563,0.00001821032,0.00002824627,0.001205278],"genre_scores_gemma":[0.9980662,0.0005575974,0.0003782973,0.0006484171,0.00009894964,0.00008784333,0.0000193039,0.0000131768,0.0001301647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01352484,"threshold_uncertainty_score":0.300868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03133431376181555,"score_gpt":0.3130246868221774,"score_spread":0.2816903730603619,"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."}}