{"id":"W4385664876","doi":"10.1038/s41598-023-37829-z","title":"Regulation of brain cognitive states through auditory, gustatory, and olfactory stimulation with wearable monitoring","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; National Science Foundation","keywords":"Computer science; Wearable computer; Human–computer interaction; Cognition; Wearable technology; Arousal; Smartwatch; Neuroscience; Psychology; Embedded system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004064311,0.0005297627,0.0003925887,0.0002167676,0.0001747675,0.0004435001,0.0003989392,0.0003919952,0.001493594],"category_scores_gemma":[0.001159821,0.0001410328,0.000398129,0.0001803104,0.0005480092,0.0003673531,0.0006998135,0.0002842693,0.0002363735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000107288,"about_ca_system_score_gemma":0.000217963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002523015,"about_ca_topic_score_gemma":0.0005241977,"domain_scores_codex":[0.9997292,0.00007120226,0.00002251948,0.00007278893,0.00006073658,0.0000434631],"domain_scores_gemma":[0.9996806,0.000142867,0.00005403311,0.00004369259,0.00004035686,0.00003842924],"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":[0.003119878,0.002238365,0.01412334,0.001286227,0.0002513676,0.0003790307,0.000636915,0.0147152,0.8322961,0.001192779,0.001608867,0.1281518],"study_design_scores_gemma":[0.0007427462,0.01550603,0.2637326,0.0002633703,0.000649835,0.001393013,0.0009558567,0.09835413,0.5949124,0.01321199,0.01003337,0.0002445912],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428328,0.0003690248,0.05330247,0.0001623098,0.00007904942,0.0002526654,0.0007043811,0.0001979541,0.002099296],"genre_scores_gemma":[0.9648449,0.000395855,0.03240786,0.0001836289,0.00005229152,0.0005124836,0.0005940822,0.00003717241,0.0009716325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001493594,"threshold_uncertainty_score":0.004996598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0436933491818507,"score_gpt":0.2933835980389096,"score_spread":0.2496902488570589,"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."}}