{"id":"W3157589650","doi":"10.3390/brainsci11050538","title":"Distinction of Physiologic and Epileptic Ripples: An Electrical Stimulation Study","year":2021,"lang":"en","type":"article","venue":"Brain Sciences","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"Medizinische Fakultät der Albert-Ludwigs-Universität Freiburg; Deutsche Forschungsgemeinschaft","keywords":"Ictal; Epilepsy; Electroencephalography; Stimulation; Neuroscience; Neocortex; Memory consolidation; Stereoelectroencephalography; Epileptogenesis; Electrocorticography; Ripple; Medicine; Audiology; Psychology; Anesthesia; Hippocampus; Physics","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":[0.0003186241,0.00004515025,0.0001161532,0.00005065749,0.00009926963,0.00001608657,0.00003248378,0.00001396196,0.00006731231],"category_scores_gemma":[0.0003671424,0.00002980616,0.00001727059,0.0003660529,0.0001693371,0.00007345573,0.00002026283,0.00004122795,0.000002770096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001500141,"about_ca_system_score_gemma":0.00009683562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000325356,"about_ca_topic_score_gemma":0.00002799059,"domain_scores_codex":[0.9992066,0.0001060034,0.0001003193,0.0002129363,0.0002560402,0.0001180825],"domain_scores_gemma":[0.9995591,0.000184279,0.00002775899,0.00009165426,0.00006305298,0.00007415409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005760828,0.001030719,0.9556263,0.00001142765,0.00001879379,0.0000270884,0.0002707715,0.00002625417,0.01937723,0.0002250917,0.0000427942,0.0232859],"study_design_scores_gemma":[0.0005580757,0.003849781,0.9893464,0.00000777148,0.00001511168,0.0000114812,0.0006677039,0.003962042,0.0009853534,0.0005555441,0.00001129882,0.00002943917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989544,0.00009206125,0.00008805135,0.0002944091,0.00001614764,0.000199477,0.00000115264,0.00001201826,0.0003423467],"genre_scores_gemma":[0.9992739,0.00001510488,0.0005307451,0.00004563187,0.0000299914,0.000008458584,0.00000810811,0.000001596331,0.00008648378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03372007,"threshold_uncertainty_score":0.121546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0635996386306454,"score_gpt":0.3910628990901792,"score_spread":0.3274632604595338,"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."}}