{"id":"W4307887809","doi":"10.1145/3549519","title":"Using fNIRS to Assess Cognitive Activity During Gameplay","year":2022,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Cognition; Functional near-infrared spectroscopy; Psychology; Cognitive psychology; Prefrontal cortex; Neuroscience","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002769977,0.0002045123,0.0002279993,0.0002720588,0.001179467,0.0001022631,0.0008973279,0.00002803272,0.00006010111],"category_scores_gemma":[0.003572087,0.0001847924,0.000146222,0.0004941745,0.00006562371,0.0005625267,0.002570275,0.0005278766,0.00001168729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004541202,"about_ca_system_score_gemma":0.0000168845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003006718,"about_ca_topic_score_gemma":0.000002389907,"domain_scores_codex":[0.9981881,0.00006158456,0.0002206206,0.0006480484,0.0006266484,0.0002550129],"domain_scores_gemma":[0.9977708,0.001394418,0.0003578992,0.0002609527,0.0001691472,0.00004681234],"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":[0.0004254623,0.000260853,0.001251867,0.00004580775,0.00003212246,0.000001696678,0.001037826,0.001460857,0.992731,0.0004294226,0.001486297,0.0008368156],"study_design_scores_gemma":[0.0004078924,0.0004055335,0.01893044,0.0001382586,0.00002564182,0.00009066274,0.0004984425,0.001956063,0.976095,0.0007871386,0.0004332419,0.0002317282],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944769,0.000001193535,0.0001067594,0.002040354,0.001523341,0.0004546628,0.00001442466,0.00009213961,0.00129028],"genre_scores_gemma":[0.9976674,4.72373e-7,0.0002877794,0.001448151,0.000280722,0.00008324435,2.872779e-7,0.00002898318,0.0002029612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01767858,"threshold_uncertainty_score":0.9071629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2162325167419756,"score_gpt":0.3807061304970239,"score_spread":0.1644736137550483,"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."}}