{"id":"W4224251356","doi":"10.1155/2022/5829607","title":"Development and Testing of Road Signs Alert System Using a Smart Mobile Phone","year":2022,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mobile phone; Computer science; Limiting; Phone; Smart phone; Transport engineering; Intelligent transportation system; Computer security; Engineering; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000289176,0.00009083678,0.0002207453,0.0001175469,0.00008250136,0.000004221938,0.00004873907,0.00002154911,0.000003800745],"category_scores_gemma":[0.000004048049,0.00009476583,0.00004145986,0.0002091772,0.000008126478,0.0001994224,0.000001785002,0.0001330265,1.972022e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001431178,"about_ca_system_score_gemma":0.00004864156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000951634,"about_ca_topic_score_gemma":0.000005488521,"domain_scores_codex":[0.99896,0.00001895125,0.0006036214,0.00005754142,0.0002355382,0.0001244127],"domain_scores_gemma":[0.9995259,0.00003338404,0.0002590986,0.00004540468,0.0000845839,0.00005164843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004658032,0.00002142494,0.002809444,0.0003330287,0.00004091,0.00001683946,0.003855627,0.7824747,0.1990836,0.00000628107,0.000002657575,0.01130892],"study_design_scores_gemma":[0.01135572,0.001881033,0.3257262,0.003857789,0.0005309312,0.00106066,0.08840971,0.1360571,0.4156439,0.00002824144,0.01356778,0.001880932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920019,0.0007634732,0.006553628,0.000001656104,0.0004852217,0.0001259084,0.000007976786,0.00002654986,0.00003371673],"genre_scores_gemma":[0.9796016,0.000007025632,0.02029745,0.000002577834,0.00005231094,0.000009523096,0.000006162943,0.00001920941,0.000004193208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6464176,"threshold_uncertainty_score":0.3864439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01488660658361052,"score_gpt":0.2202134193138464,"score_spread":0.2053268127302358,"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."}}