{"id":"W4414355400","doi":"10.3390/app151810215","title":"Enhancing Accessibility in Education Through Brain–Computer Interfaces: A Scoping Review on Inclusive Learning Approaches","year":2025,"lang":"en","type":"article","venue":"Applied Sciences","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Generalizability theory; Psychological intervention; Adaptability; Learning disability; Quality (philosophy); Work (physics); Inclusion (mineral)","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":[0.007884838,0.001556687,0.003120805,0.01327018,0.001023491,0.003901086,0.001811475,0.002631461,0.004692634],"category_scores_gemma":[0.02773496,0.0009049968,0.004006242,0.01023414,0.001433936,0.003813764,0.002512535,0.002398085,0.000754689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002246219,"about_ca_system_score_gemma":0.01125797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00511039,"about_ca_topic_score_gemma":0.01042324,"domain_scores_codex":[0.9947436,0.001622626,0.001889732,0.0004141763,0.001163927,0.0001659457],"domain_scores_gemma":[0.9667695,0.02820809,0.002079979,0.0003939286,0.002305363,0.0002430595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006699088,0.0000746585,0.0003518292,0.4832684,0.0007085594,0.0001228621,0.0009475471,0.0003180589,0.0003842301,0.003036482,0.004634664,0.5060858],"study_design_scores_gemma":[0.00002863465,0.0001096164,0.001384561,0.8329525,0.003521635,0.0004488432,0.0007975402,0.0001319912,0.0003863234,0.002308639,0.1578929,0.00003697483],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002210733,0.998242,0.0003381259,0.0003712085,0.0001005057,0.00006305482,0.00003912707,0.000005727849,0.0006191274],"genre_scores_gemma":[0.001633405,0.9972862,0.0005498381,0.0002473828,0.00004586153,0.0001131473,0.00003670812,0.000003285207,0.00008417257],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01327018,"threshold_uncertainty_score":0.04169953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06754555150295853,"score_gpt":0.3718775718836469,"score_spread":0.3043320203806884,"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."}}