{"id":"W3115718122","doi":"10.1101/2020.12.24.20248799","title":"Blinded study: prospectively defined high frequency oscillations predict seizure outcome in individual patients","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Zürich; Université de Genève; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Ictal; Epilepsy; Epilepsy surgery; Prospective cohort study; Medicine; Audiology; Nuclear medicine; Anesthesia; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009149435,0.0005270814,0.0005680976,0.000412101,0.0003633357,0.0006126971,0.0002885088,0.0006517516,0.001828093],"category_scores_gemma":[0.003163504,0.0001944677,0.0003639341,0.0002723706,0.0003306425,0.0005934255,0.0004117739,0.0003650178,0.0005262428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002006384,"about_ca_system_score_gemma":0.0002384228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003102003,"about_ca_topic_score_gemma":0.0003869532,"domain_scores_codex":[0.9993137,0.0001453349,0.0000965147,0.0002888492,0.00006286527,0.00009273906],"domain_scores_gemma":[0.9981562,0.0004638332,0.0005750355,0.0003672787,0.0002134352,0.0002240422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006044583,0.0002506409,0.9876885,0.00002429866,0.0001374611,0.000270075,0.0001167401,0.0002185735,0.001379392,0.00002894301,0.0002016808,0.003639179],"study_design_scores_gemma":[0.000782499,0.005333626,0.9888316,0.00001548175,0.0002183468,0.001144004,0.0001664596,0.001337049,0.001333429,0.0001867583,0.000615088,0.00003569999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992493,0.00005981511,0.0002151444,0.000008173296,0.00001466243,0.00004950965,0.0002259522,0.000003636885,0.0001737744],"genre_scores_gemma":[0.9992859,0.00001478719,0.0001211986,0.00001312439,0.00002538165,0.00005892806,0.0003918392,0.000002302245,0.00008665227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001828093,"threshold_uncertainty_score":0.006115615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09257070256442779,"score_gpt":0.3531778302085203,"score_spread":0.2606071276440925,"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."}}