{"id":"W4402996251","doi":"10.2196/60674","title":"Evaluating a Virtual Reality Game to Enhance Teen Distracted Driving Education: Mixed Methods Pilot Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Traffic and Road Safety","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention; U.S. Department of Health and Human Services","keywords":"Distracted driving; Mixed reality; Virtual reality; Preprint; Distraction; Driving simulator; Psychology; Computer science; Applied psychology; Simulation; Engineering; Human–computer interaction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006243989,0.001253559,0.001818861,0.001028436,0.0008339865,0.001273314,0.001431637,0.0009908349,0.002600847],"category_scores_gemma":[0.007356126,0.0005852546,0.001408357,0.0004759672,0.0006174051,0.0007662987,0.0008436486,0.0008815113,0.0003402944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054329,"about_ca_system_score_gemma":0.002611214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002150281,"about_ca_topic_score_gemma":0.004388952,"domain_scores_codex":[0.997061,0.001684795,0.0002833484,0.0003200212,0.0003316991,0.0003190981],"domain_scores_gemma":[0.9962328,0.00223593,0.0002675011,0.0002028063,0.0006664656,0.0003945431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.02678029,0.4523183,0.03233108,0.0100502,0.001426763,0.001476193,0.02717331,0.001972057,0.02168404,0.0007441656,0.001317028,0.4227266],"study_design_scores_gemma":[0.02809259,0.8573157,0.06807549,0.001287515,0.001949967,0.0004251741,0.0172154,0.003627768,0.01041199,0.0006136232,0.0108074,0.0001773719],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843478,0.0003389704,0.001592699,0.00005677528,0.00003896009,0.01285569,0.0001605083,0.0000349505,0.0005735396],"genre_scores_gemma":[0.909654,0.002544224,0.03582786,0.0003350595,0.0001013437,0.04928557,0.000363992,0.00003942042,0.001848505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006243989,"threshold_uncertainty_score":0.03302175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1183555408105334,"score_gpt":0.5368669891556128,"score_spread":0.4185114483450794,"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."}}