{"id":"W4296995045","doi":"10.3389/fnhum.2022.938708","title":"A pediatric near-infrared spectroscopy brain-computer interface based on the detection of emotional valence","year":2022,"lang":"en","type":"article","venue":"Frontiers in Human Neuroscience","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; University of Toronto","funders":"Holland Bloorview Kids Rehabilitation Hospital Foundation","keywords":"Brain–computer interface; Psychology; Functional near-infrared spectroscopy; Neurotypical; Brain activity and meditation; Valence (chemistry); Cognition; Audiology; Prefrontal cortex; Neurofeedback; Electroencephalography; Cognitive psychology; Developmental psychology; Neuroscience; Medicine; Autism spectrum disorder","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":[0.0003270769,0.0005798656,0.0003989346,0.0004162268,0.0001540119,0.0003004906,0.0004743987,0.0003598685,0.002370743],"category_scores_gemma":[0.000857736,0.0001832323,0.0002815349,0.000329614,0.0002121842,0.000415259,0.0003488653,0.0004223188,0.0005813905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000293529,"about_ca_system_score_gemma":0.0004494351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00119417,"about_ca_topic_score_gemma":0.002382454,"domain_scores_codex":[0.9996073,0.00006132823,0.00002402345,0.0001418885,0.0001339324,0.00003149191],"domain_scores_gemma":[0.9995481,0.0001332647,0.00008449852,0.00003269093,0.000142438,0.00005895832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000545408,0.0003239708,0.01683264,0.0003851766,0.00006444895,0.0005882255,0.0002046091,0.001349941,0.671734,0.0008340859,0.002477378,0.30466],"study_design_scores_gemma":[0.0001749903,0.005634655,0.1883733,0.0001209986,0.0004354667,0.0125921,0.0002036827,0.06422983,0.6967463,0.0009258149,0.03039363,0.0001692903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5477837,0.002010282,0.4364057,0.0004545469,0.0002438064,0.0007122095,0.0014861,0.003626026,0.007277525],"genre_scores_gemma":[0.6937072,0.001345317,0.2983977,0.0003270208,0.00006610133,0.0005233752,0.0006852829,0.000180514,0.004767629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002370743,"threshold_uncertainty_score":0.007930934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01909212090193487,"score_gpt":0.2547531884080182,"score_spread":0.2356610675060834,"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."}}