{"id":"W3011948642","doi":"10.1177/0361198120912228","title":"Driver Takeover Performance and Monitoring Behavior with Driving Automation at System-Limit versus System-Malfunction Failures","year":2020,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Automation; Limit (mathematics); Task (project management); Reliability engineering; Speed limit; Engineering; Time limit; Computer science; Control system; Simulation; Transport engineering; Systems engineering; Mechanical engineering","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":[0.0008293514,0.0003991136,0.000261619,0.0005617774,0.0002564219,0.0005676711,0.0002623036,0.0004303025,0.00124587],"category_scores_gemma":[0.006136903,0.000286282,0.0004858597,0.0001794978,0.0003157227,0.0006825728,0.0005091897,0.0004897171,0.000259822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000310385,"about_ca_system_score_gemma":0.0002108418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004654708,"about_ca_topic_score_gemma":0.005767201,"domain_scores_codex":[0.9993502,0.0001198379,0.00007120107,0.0001342858,0.0002086548,0.0001157556],"domain_scores_gemma":[0.9956357,0.001379291,0.001560165,0.0002503049,0.0007350075,0.0004394978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001804157,0.001186844,0.9618332,0.00007319626,0.0001518377,0.0001285304,0.003590145,0.001501031,0.01492988,0.00003198897,0.0001721329,0.01459717],"study_design_scores_gemma":[0.000007994668,0.001456259,0.9947776,0.000006903352,0.00002859543,0.00006747859,0.000656657,0.001197281,0.001662116,0.00002853822,0.0000949387,0.00001556708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998155,0.00001163956,0.00006709869,0.000004660478,7.115701e-7,0.000003498532,0.00001361228,0.000003091162,0.00008024231],"genre_scores_gemma":[0.9996406,0.00001662423,0.0001056354,0.000006778159,0.00000175256,0.000007266219,0.00006985852,0.000001688479,0.0001496555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004654708,"threshold_uncertainty_score":0.00925523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020575730452253,"score_gpt":0.389244331272507,"score_spread":0.2871867582272817,"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."}}