{"id":"W3036348926","doi":"10.1177/0018720820931628","title":"On the Cost of Detection Response Task Performance on Cognitive Load","year":2020,"lang":"en","type":"article","venue":"Human Factors The Journal of the Human Factors and Ergonomics Society","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Social Sciences and Humanities Research Council of Canada; Mitacs","keywords":"Workload; Cognitive load; Task (project management); Cognition; Metric (unit); Pupillary response; Computer science; Effects of sleep deprivation on cognitive performance; Simulation; Pupil; Psychology; Operations management; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001069517,0.0002751329,0.0003336311,0.00004632918,0.001209094,0.00006641121,0.000505068,0.000136838,0.0007443545],"category_scores_gemma":[0.000181986,0.0001331357,0.0004903321,0.0001228188,0.0003659003,0.0001371089,0.00008254424,0.001008594,0.00002421363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002207727,"about_ca_system_score_gemma":0.00005474443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003508119,"about_ca_topic_score_gemma":0.00001898059,"domain_scores_codex":[0.9979532,0.0006393426,0.0006690842,0.0001818362,0.0003308957,0.0002256311],"domain_scores_gemma":[0.9970033,0.001309092,0.001076854,0.0003101591,0.0001880948,0.0001125729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.02410506,0.001508237,0.06982202,0.000175478,0.004336931,0.000003837295,0.7218635,0.001686441,0.08610383,0.01058703,0.07689435,0.002913257],"study_design_scores_gemma":[0.001878764,0.00182814,0.945428,0.0001672401,0.0002132927,0.0000135743,0.02985845,0.0002868804,0.01490439,0.0002112491,0.004877116,0.0003329685],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976974,0.00002524633,0.00006006025,0.0004666071,0.0006703073,0.0003028362,0.00004213718,0.00001899221,0.0007164758],"genre_scores_gemma":[0.998122,0.00003866012,0.000001076861,0.001193599,0.0001626931,0.000003603719,0.000002543577,0.00002796894,0.0004478897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8756059,"threshold_uncertainty_score":0.9299498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05282894079847623,"score_gpt":0.3114321549909103,"score_spread":0.258603214192434,"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."}}