{"id":"W4394619363","doi":"10.1142/s0218348x24500683","title":"ANALYSIS OF THE EFFECT OF VARIOUS MENTAL TASKS ON THE EEG SIGNALS’ COMPLEXITY","year":2024,"lang":"en","type":"article","venue":"Fractals","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Shores Centre for Mental Health Sciences","funders":"","keywords":"Electroencephalography; Computer science; Psychology; Mental arithmetic; Cognitive psychology; Artificial intelligence; Mathematics; Pattern recognition (psychology); Neuroscience; Biology","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":[0.0002787493,0.00006893127,0.000160381,0.00004593637,0.00008347291,0.00004792712,0.0006238692,0.00002037419,0.00005884286],"category_scores_gemma":[0.00001108071,0.00003199032,0.0002015293,0.001065384,0.0000782383,0.0000501682,0.0001459794,0.0001012729,0.0000122447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001153809,"about_ca_system_score_gemma":0.000009902108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004573787,"about_ca_topic_score_gemma":0.000008898664,"domain_scores_codex":[0.9992822,0.0001133232,0.000149891,0.0001568867,0.0002100542,0.00008764135],"domain_scores_gemma":[0.998731,0.0006792607,0.00007361276,0.0004841367,0.00001378442,0.00001816333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005337623,0.0005196743,0.01459264,0.000210257,0.004601412,0.00001465385,0.003127338,0.02856425,0.1784569,0.5483646,0.07209656,0.1493983],"study_design_scores_gemma":[0.0001763735,0.000389385,0.1508039,0.0001284246,0.0005944225,0.000004188721,0.00001308775,0.7595919,0.06796551,0.007215559,0.01289423,0.0002230276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806151,0.0002068354,0.01188802,0.004346057,0.0001955404,0.0003428292,0.00005248807,0.00004487252,0.002308196],"genre_scores_gemma":[0.9995958,0.000004429763,0.00006705941,0.0002131653,0.00001423785,0.00001519612,0.000003432913,0.000002897437,0.00008380682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7310277,"threshold_uncertainty_score":0.1304527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967353700864748,"score_gpt":0.2779522387555745,"score_spread":0.258278701746927,"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."}}