{"id":"W3173923744","doi":"10.3389/fpsyg.2021.693005","title":"Sound Effects on Physiological State and Behavior of Drivers in a Highway Tunnel","year":2021,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"U.S. Department of Transportation","keywords":"Alertness; Sound (geography); Steering wheel; Brake; Sound exposure; Sound pressure; Environmental science; Simulation; Automotive engineering; Computer science; Acoustics; Engineering; Psychology; Telecommunications","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":[0.0001752535,0.0001941471,0.0004625031,0.0003069883,0.00002450477,0.000004505453,0.0001655048,0.000386697,0.0002030097],"category_scores_gemma":[0.00004495341,0.0001883043,0.00006555298,0.000430563,0.0002472201,0.00003465578,0.00004131678,0.0005261771,0.00004859009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003604939,"about_ca_system_score_gemma":0.00001278867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002504565,"about_ca_topic_score_gemma":0.00003375912,"domain_scores_codex":[0.9980676,0.0004468735,0.0003542832,0.0006185296,0.00009219322,0.0004204872],"domain_scores_gemma":[0.9992695,0.0001409573,0.00009677072,0.0003944554,0.00002397244,0.00007429084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007067258,0.001860737,0.7543587,0.00001659706,0.0001661362,0.001853443,0.002979233,0.00001752551,0.002362549,0.001005603,0.03840812,0.1962646],"study_design_scores_gemma":[0.005577959,0.0006212177,0.9862733,0.0001054105,0.00004137107,0.00001858807,0.000545319,0.00000535,0.0003773806,0.005855595,0.0003182788,0.0002602637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901975,0.001333428,0.0005960788,0.000219151,0.003947721,0.000262376,0.00001770571,0.00002222746,0.003403782],"genre_scores_gemma":[0.9970877,0.00019449,0.001680175,0.0007513881,0.00003841575,0.00008675036,0.00001527164,0.00002019118,0.0001256018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2319146,"threshold_uncertainty_score":0.7678826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02009429412609088,"score_gpt":0.3113729437603151,"score_spread":0.2912786496342242,"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."}}