{"id":"W2462253356","doi":"10.1061/9780784479896.030","title":"A Driver Warning System for the Android System","year":2016,"lang":"en","type":"article","venue":"","topic":"Autonomous Vehicle Technology and Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Transportation of Ontario","funders":"","keywords":"Android (operating system); Computer science; Kalman filter; Real-time computing; Frame rate; Mobile device; Warning system; Computer vision; Artificial intelligence; Operating system","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":[0.000150572,0.0000798818,0.0001029922,0.00002544396,0.0001133075,0.000006654125,0.0001518586,0.00009465475,0.00001266514],"category_scores_gemma":[0.000007401244,0.0000381016,0.00004586456,0.00004387871,0.00002953383,0.00004833951,0.00002027068,0.0000531594,0.0001201576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001055841,"about_ca_system_score_gemma":0.000005739331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002649724,"about_ca_topic_score_gemma":0.000003984217,"domain_scores_codex":[0.9995595,0.00000691685,0.0001230344,0.00009218853,0.00003963205,0.0001787096],"domain_scores_gemma":[0.9995714,0.0001658556,0.00001588763,0.000210553,0.00001634882,0.00001990835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005988003,0.00001659745,0.005435725,0.001255083,0.0006497707,0.00002603945,0.0006313287,0.004965892,0.03595746,0.7004755,0.01037816,0.2401486],"study_design_scores_gemma":[0.00397836,0.0001680317,0.007405049,0.0008681642,0.0002146105,0.0003536574,0.00498763,0.7047939,0.1113474,0.0002855639,0.1644837,0.001113968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08046488,0.000400287,0.8979768,0.0004098415,0.0005641709,0.0004595561,0.00001061915,0.004600774,0.01511303],"genre_scores_gemma":[0.9985735,0.000008307632,0.000424918,0.000007530358,0.00005227194,0.00007818719,3.003965e-7,0.00001777138,0.00083725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9181086,"threshold_uncertainty_score":0.1553738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005421271055533074,"score_gpt":0.17169681370231,"score_spread":0.1662755426467769,"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."}}