{"id":"W1030972459","doi":"10.1016/j.jneumeth.2015.07.007","title":"Exploring methodological frameworks for a mental task-based near-infrared spectroscopy brain–computer interface","year":2015,"lang":"en","type":"article","venue":"Journal of Neuroscience Methods","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; University of Toronto","funders":"University of Toronto; Natural Sciences and Engineering Research Council of Canada; Bloorview Research Institute","keywords":"Task (project management); Brain–computer interface; Computer science; Usability; Interface (matter); Human–computer interaction; Cognition; User interface; Psychology; Electroencephalography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01687857,0.0009055078,0.0005307958,0.0009317323,0.0009782983,0.006245474,0.004099906,0.001834458,0.004027697],"category_scores_gemma":[0.05818505,0.0006359005,0.0008436229,0.000707285,0.003286005,0.004081752,0.004107496,0.003357081,0.00102283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184552,"about_ca_system_score_gemma":0.002971646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002088207,"about_ca_topic_score_gemma":0.002149648,"domain_scores_codex":[0.9936195,0.003369014,0.0004761011,0.000863392,0.001499222,0.0001728491],"domain_scores_gemma":[0.9853315,0.008054252,0.000918867,0.002712239,0.002654509,0.0003285613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001932048,0.0002777452,0.002002428,0.0003635593,0.0001462802,0.00008422498,0.00132424,0.01760471,0.02978458,0.8226514,0.001277053,0.1242906],"study_design_scores_gemma":[0.00008299182,0.0002622441,0.00194676,0.0001595355,0.00009477945,0.000169461,0.000573214,0.3562138,0.01613038,0.6163102,0.007978922,0.00007766602],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002228532,0.00004755329,0.9960962,0.0003510015,0.0000294524,0.00008540806,0.00002528242,0.0000764715,0.001060103],"genre_scores_gemma":[0.1209366,0.0001308781,0.8766484,0.000190009,0.00005291432,0.0007603382,0.00007196944,0.0001055316,0.001103346],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01687857,"threshold_uncertainty_score":0.08926344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3996015356647704,"score_gpt":0.5194079477109858,"score_spread":0.1198064120462153,"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."}}