{"id":"W4406931608","doi":"10.1201/9781003559139-43","title":"Driver drowsiness detection and alert system","year":2025,"lang":"en","type":"book-chapter","venue":"","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; Medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007153219,0.0002719315,0.0003019011,0.0002189126,0.00008276913,0.00002463598,0.0001000212,0.0009091272,0.001924346],"category_scores_gemma":[0.000003042381,0.0002453326,0.00008781468,0.00003745384,0.00006004622,0.00002903842,0.0000485389,0.000383248,0.0008352461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005970749,"about_ca_system_score_gemma":0.00001382334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001195747,"about_ca_topic_score_gemma":0.00007241128,"domain_scores_codex":[0.9990042,0.00002056637,0.0002567505,0.0004428334,0.000105341,0.0001702646],"domain_scores_gemma":[0.9993472,0.000073373,0.00009570408,0.0003618304,0.00006282513,0.00005912965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005928797,0.000013902,0.0001002842,0.00005420877,0.0007354373,0.00008561226,0.0001572969,5.47048e-7,0.000008149887,0.7161747,0.02290381,0.2597068],"study_design_scores_gemma":[0.004758042,0.0003568258,0.00180212,0.007081252,0.002352636,0.0002538745,0.0006641066,0.0001177167,0.0001712575,0.002239826,0.9772903,0.002912082],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001280549,0.001092544,0.00160312,0.00006267333,0.002868903,0.0002893228,0.000009547353,0.0002686311,0.9936772],"genre_scores_gemma":[0.1334915,0.00004773481,0.00003331962,0.0001524507,0.0002040378,0.00001952964,0.00001579582,0.00003977475,0.8659958],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9543865,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264885171026736,"score_gpt":0.2433922924957926,"score_spread":0.2307434407855253,"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."}}