{"id":"W4409114225","doi":"10.18280/mmep.120312","title":"Classification of EEG Signal Using Deep Neural Network Techniques","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Electroencephalography; Artificial neural network; Computer science; Artificial intelligence; SIGNAL (programming language); Pattern recognition (psychology); Speech recognition; Neuroscience; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001767146,0.000119272,0.0001877728,0.00007441056,0.00005660893,0.00004842496,0.0001232405,0.00006319947,0.000003480741],"category_scores_gemma":[0.00002850484,0.0001028391,0.00003727366,0.0001794029,0.00004395861,0.00007326664,0.00005042831,0.0001360047,7.29835e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001182289,"about_ca_system_score_gemma":0.000005731996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002080826,"about_ca_topic_score_gemma":6.316878e-8,"domain_scores_codex":[0.9991884,0.00001893574,0.0002874185,0.0002070663,0.0001018932,0.0001962462],"domain_scores_gemma":[0.9995443,0.000227261,0.00004816251,0.0001235566,0.00002048538,0.00003623357],"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":[0.000002704181,0.00002336544,0.000009671617,0.0003645361,0.000004129106,4.34793e-7,0.000126399,0.8650915,0.1064139,0.0265628,0.000004486871,0.001396145],"study_design_scores_gemma":[0.00004732696,0.00002217404,0.000005339321,0.0003552238,0.00001075944,0.000006676985,0.000005114179,0.9481182,0.03262706,0.01866494,0.00004805244,0.00008916005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2082287,0.00009777475,0.7909883,0.00005091996,0.00004678553,0.0001178479,5.54151e-7,0.0001248975,0.0003442006],"genre_scores_gemma":[0.9314535,0.00001054295,0.06843259,0.00002615098,0.00002433858,0.00001050698,2.992829e-7,0.00001144671,0.00003057641],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7232248,"threshold_uncertainty_score":0.4193656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04681520188969131,"score_gpt":0.2601095581038923,"score_spread":0.213294356214201,"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."}}