{"id":"W4309703177","doi":"10.2174/18741207-v16-e2208300","title":"Online Seizure Prediction System: A Novel Probabilistic Approach for Efficient Prediction of Epileptic Seizure with iEEG Signal","year":2022,"lang":"en","type":"article","venue":"The Open Biomedical Engineering Journal","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Ictal; Computer science; Epilepsy; Epileptic seizure; Probabilistic logic; Electroencephalography; Artificial intelligence; Machine learning; Discriminative model; Pattern recognition (psychology); Psychology; Neuroscience","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":[0.0004277684,0.0006422272,0.0006549147,0.0006780819,0.0003233486,0.0005077029,0.0009973476,0.0006871793,0.001664293],"category_scores_gemma":[0.001181288,0.0002895143,0.0005326312,0.0004319536,0.0001901871,0.0005660402,0.0005285899,0.0006102014,0.0005325716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003557083,"about_ca_system_score_gemma":0.0005844518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005089119,"about_ca_topic_score_gemma":0.005612043,"domain_scores_codex":[0.9997627,0.00003519508,0.00001934815,0.00007506007,0.00007616942,0.000031625],"domain_scores_gemma":[0.9996747,0.0001288241,0.00005439896,0.00002321392,0.00009676858,0.00002217535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004116313,0.0002705452,0.007103381,0.00008782159,0.0001276968,0.0003306554,0.00007827129,0.4364258,0.0140058,0.002507383,0.004358556,0.5342925],"study_design_scores_gemma":[0.000004596245,0.00002290224,0.0005781018,0.000002754143,0.000008253186,0.00004390135,0.000003679041,0.9977834,0.0006886996,0.0005745749,0.0002842143,0.00000492373],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03152733,0.0002961404,0.9650612,0.0002212935,0.00005483571,0.00005701734,0.000147515,0.001657972,0.0009766986],"genre_scores_gemma":[0.7121664,0.0003572396,0.2831255,0.0002117453,0.00015435,0.0001752658,0.0004754656,0.0001217454,0.003212153],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005089119,"threshold_uncertainty_score":0.01011896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02736624458194697,"score_gpt":0.2362960959033454,"score_spread":0.2089298513213985,"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."}}