{"id":"W2153130322","doi":"10.1109/tbme.2005.869800","title":"Dynamics of Epileptic Phenomena Determined From Statistics of Ictal Transitions","year":2006,"lang":"en","type":"article","venue":"IEEE Transactions on Biomedical Engineering","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; Ontario Brain Institute","funders":"","keywords":"Ictal; Bistability; Statistical physics; Epilepsy; Poisson distribution; Computer science; Random walk; Stochastic process; Physics; Neuroscience; Mathematics; Artificial intelligence; Statistics; Psychology","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":[0.0004985326,0.000211641,0.0002700499,0.0007532064,0.0002483503,0.000584867,0.0003869073,0.0003680429,0.0008835988],"category_scores_gemma":[0.004942014,0.0001741615,0.0002522235,0.0003754105,0.000790894,0.001287351,0.0003365978,0.0004165622,0.0001047306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005266131,"about_ca_system_score_gemma":0.0002157068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001048088,"about_ca_topic_score_gemma":0.0006200408,"domain_scores_codex":[0.9998515,0.00003004825,0.0000102099,0.00003951177,0.00003968223,0.00002897082],"domain_scores_gemma":[0.998306,0.0008484576,0.0004315283,0.0001130726,0.0001689198,0.000132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003393446,0.0001118627,0.05578966,0.000152707,0.0001256651,0.001570054,0.0009448167,0.667199,0.0641679,0.1885014,0.001011304,0.02008617],"study_design_scores_gemma":[0.000009209266,0.00003480336,0.01496397,0.0000102668,0.00001091727,0.0002375046,0.00008443038,0.9582468,0.002149032,0.02388505,0.0003407268,0.0000274691],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9424092,0.0001929927,0.05483504,0.0001510153,0.00001018699,0.00001818098,0.0001676562,0.0001127647,0.002102807],"genre_scores_gemma":[0.9986036,0.00006398019,0.00106733,0.000006247721,0.000005101377,0.000008614556,0.00007192314,0.00001019247,0.0001629542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001048088,"threshold_uncertainty_score":0.003820837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008457634205697081,"score_gpt":0.2036453085303544,"score_spread":0.1951876743246573,"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."}}