{"id":"W4390733102","doi":"10.1177/00187208231226052","title":"Exploring the Timing of Disengagement From Nondriving Related Tasks in Scheduled Takeovers With Pre-Alerts: An Analysis of Takeover-Related Measures","year":2024,"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":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Disengagement theory; Cognition; Psychology; Cognitive psychology; Computer science; Medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009664241,0.0006173262,0.0003992361,0.0008882729,0.0003807395,0.0007794065,0.0003526342,0.0005441212,0.001515882],"category_scores_gemma":[0.006855523,0.0002059717,0.0005502839,0.0003633858,0.0002372145,0.000539563,0.0008811762,0.0006371348,0.0003725256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003238391,"about_ca_system_score_gemma":0.0005830145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002961674,"about_ca_topic_score_gemma":0.00628443,"domain_scores_codex":[0.9993255,0.0001028408,0.0001047262,0.0001213632,0.0002303971,0.00011525],"domain_scores_gemma":[0.9957633,0.0008005669,0.001840189,0.0002021416,0.0008689314,0.0005248522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002431946,0.0007933569,0.9467629,0.0003999606,0.0002786339,0.0002338784,0.003421456,0.0004315445,0.01011621,0.00008489721,0.000387084,0.03465815],"study_design_scores_gemma":[0.00001068846,0.0009673436,0.9951109,0.00004348063,0.0000605168,0.0001069233,0.001589647,0.0003906754,0.001109809,0.0000749471,0.0005096123,0.00002543198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99828,0.0001902473,0.0007550824,0.00002290871,0.00001049611,0.0000686776,0.0001962322,0.00001737426,0.0004590222],"genre_scores_gemma":[0.9976252,0.000201221,0.001003152,0.00002487765,0.00001096322,0.0001233527,0.0005329149,0.0000058556,0.0004724702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002961674,"threshold_uncertainty_score":0.005888879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09249805092948019,"score_gpt":0.3215848199698234,"score_spread":0.2290867690403432,"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."}}