{"id":"W4287095509","doi":"10.18280/ijsse.120311","title":"Intelligent Traffic Light Control System with Priority Lane Intervention","year":2022,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Ahmad Dahlan","keywords":"Bluetooth; Arduino; Real-time computing; Traffic signal; Computer science; Traffic congestion; Simulation; Automotive engineering; Embedded system; Wireless; Engineering; Telecommunications; Transport engineering","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":[0.000185649,0.0005238531,0.0004397532,0.0007406976,0.0005072658,0.0007274737,0.001064356,0.0003766765,0.00613594],"category_scores_gemma":[0.0004934229,0.0001838287,0.0002730836,0.0002399018,0.0001430443,0.0004298288,0.0005067813,0.0003464379,0.001629226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002631706,"about_ca_system_score_gemma":0.0004319408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002585056,"about_ca_topic_score_gemma":0.002043728,"domain_scores_codex":[0.9996761,0.00002614738,0.00001623138,0.0001035936,0.0001221192,0.00005577103],"domain_scores_gemma":[0.9996324,0.0000324323,0.00003589452,0.00003690764,0.0002084187,0.00005398909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002931409,0.002111611,0.01802578,0.0005349044,0.0001332386,0.001209818,0.001120594,0.04896091,0.2380689,0.003774846,0.03662818,0.6464998],"study_design_scores_gemma":[0.0006428246,0.001509302,0.01360762,0.00006340072,0.0002390348,0.0009447165,0.0003074267,0.8418005,0.09517644,0.002549955,0.0429602,0.0001986236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3774442,0.0005996539,0.5312455,0.0004727868,0.0007866381,0.0008213174,0.0007706577,0.05050991,0.03734935],"genre_scores_gemma":[0.968903,0.00008284778,0.0208726,0.0001375406,0.00006637316,0.0002122775,0.0003430135,0.0001135735,0.009268792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00613594,"threshold_uncertainty_score":0.02052677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002695380172556629,"score_gpt":0.1825006674179897,"score_spread":0.179805287245433,"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."}}