{"id":"W4407799445","doi":"10.47392/irjaem.2025.0041","title":"Driver Drowsiness Detection Using Deep Neural Networks","year":2025,"lang":"en","type":"article","venue":"International Research Journal on Advanced Engineering and Management (IRJAEM)","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Artificial neural network; Artificial intelligence; Deep neural networks; Neuroscience; Psychology","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":[0.0005336967,0.0001526076,0.000123901,0.0009165531,0.0002274727,0.0001613765,0.0002759451,0.000085452,0.0001044199],"category_scores_gemma":[0.00008103655,0.000147973,0.00006250465,0.0004715854,0.00004268845,0.0001950531,0.0001193363,0.0008547952,0.00001568984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002326315,"about_ca_system_score_gemma":0.000005088446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009011515,"about_ca_topic_score_gemma":0.000003433751,"domain_scores_codex":[0.9985499,0.00007179577,0.0002628006,0.0002717874,0.0004264974,0.000417188],"domain_scores_gemma":[0.9993254,0.0001675108,0.00005367335,0.0001570291,0.0001864237,0.0001099581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002254991,0.0000727251,0.0003067817,0.000009571355,0.0004261817,0.0002140672,0.00005233777,0.5875269,0.0002226812,0.01778859,0.0002160653,0.3929386],"study_design_scores_gemma":[0.003666664,0.0002221186,0.01430227,0.0009633498,0.00006617368,0.00009795454,0.0004317235,0.9450268,0.0002127204,0.0006816619,0.0338983,0.0004302266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3944223,0.001651493,0.5703015,0.001035359,0.009723399,0.0004595322,0.000002024538,0.0001437859,0.02226057],"genre_scores_gemma":[0.9969699,0.0005614487,0.0008717183,0.0001264854,0.0002640795,0.00002830847,0.000003068546,0.00002251155,0.001152464],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6025476,"threshold_uncertainty_score":0.6034164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02673077308809003,"score_gpt":0.3677635844632676,"score_spread":0.3410328113751776,"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."}}