{"id":"W7119033282","doi":"10.1016/j.ifacol.2025.12.557","title":"Design of Host Computer Platform for Visual BCI and Electrical Stimulation Control","year":2025,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Carleton University","funders":"","keywords":"Visualization; Software; Brain–computer interface; Graphical user interface; Interface (matter); Stimulus (psychology); Stimulation; Functional electrical stimulation; User interface","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":[0.0003472167,0.0007033411,0.000474419,0.0009149187,0.0002776884,0.001022629,0.001456497,0.0005405868,0.008049212],"category_scores_gemma":[0.0008136255,0.000303657,0.0002483407,0.0002942392,0.0002434809,0.0006948622,0.0006360048,0.0005442978,0.003309552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003716114,"about_ca_system_score_gemma":0.0006067039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008281438,"about_ca_topic_score_gemma":0.0004987576,"domain_scores_codex":[0.9994277,0.00006548644,0.00003734388,0.0001609192,0.000210983,0.00009749583],"domain_scores_gemma":[0.9994987,0.00007758348,0.0000459047,0.0000630857,0.0002483654,0.00006645801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001798734,0.0004624813,0.005561612,0.0008360706,0.0002152462,0.001612883,0.0007340097,0.02221479,0.437263,0.02192964,0.0244888,0.4828828],"study_design_scores_gemma":[0.0002979841,0.001881377,0.008443567,0.0001583522,0.0002035541,0.002749627,0.0001675156,0.3770707,0.4908589,0.004158427,0.1138332,0.000176758],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05379763,0.000408592,0.9077092,0.0002127242,0.0002316464,0.0005460161,0.0002570306,0.02237581,0.01446145],"genre_scores_gemma":[0.6936141,0.0003485471,0.2825752,0.0003486385,0.0001614932,0.0008765515,0.0007312109,0.001239233,0.02010499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008049212,"threshold_uncertainty_score":0.02692735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02762024390797057,"score_gpt":0.3060794151274231,"score_spread":0.2784591712194526,"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."}}