{"id":"W4225094809","doi":"10.2196/35295","title":"Impact of Visual Game-Like Features on Cognitive Performance in a Virtual Reality Working Memory Task: Within-Subjects Experiment","year":2022,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Cognitive Abilities and Testing","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electroencephalography; Cognition; Task (project management); Virtual reality; Working memory; Cognitive psychology; Adaptation (eye); Perception; Computer science; Elementary cognitive task; Psychology; Visual perception; Human–computer interaction; Neuroscience","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004674689,0.0003030045,0.0004311499,0.0002465846,0.0001644479,0.00002686474,0.0001950676,0.00008324217,0.0007940665],"category_scores_gemma":[0.00009916672,0.0002893216,0.0001776693,0.0004412302,0.0001697127,0.00007604055,0.0002260166,0.0006280876,0.00001360917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003038396,"about_ca_system_score_gemma":0.000137391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008296079,"about_ca_topic_score_gemma":0.0001250181,"domain_scores_codex":[0.9976285,0.0004451982,0.0004458133,0.0005659123,0.0003876613,0.0005268966],"domain_scores_gemma":[0.998728,0.0005300348,0.0002977281,0.0002789594,0.00007527998,0.00009003334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01560265,0.006493322,0.2611602,0.0001994528,0.0007943178,0.0005558982,0.3097475,0.002832029,0.006299448,0.0007022711,0.001902162,0.3937107],"study_design_scores_gemma":[0.003115944,0.007834006,0.9307489,0.0003573525,0.00002618296,0.0001034525,0.05518011,0.0002464544,0.001601083,0.000056251,0.000211229,0.0005190531],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847948,0.0004380202,0.000003009384,0.00002665017,0.0005416928,0.0008283413,0.00005498309,0.00008360275,0.01322892],"genre_scores_gemma":[0.9980506,0.00000908617,0.0000068913,0.0002109918,0.0001162048,0.0007245563,0.00003692782,0.00004509143,0.0007996936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6695886,"threshold_uncertainty_score":0.9999559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02744904981195213,"score_gpt":0.3503874983887347,"score_spread":0.3229384485767826,"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."}}