{"id":"W4286602945","doi":"10.1155/2022/8970695","title":"Real-Time Incident-Responsive Signal Control Strategy under Partially Connected Vehicle Environment","year":2022,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Traffic control and management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; MIT Portugal","keywords":"VisSim; Real-time computing; Computer science; Traffic congestion; Simulation; Signal timing; Intersection (aeronautics); Incident management; SIGNAL (programming language); Traffic signal; Transport engineering; Automotive engineering; Engineering; Computer security","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":[0.0002142313,0.0004897785,0.0003245256,0.0003665614,0.0002381084,0.0004407556,0.0007530144,0.0002887074,0.0005734231],"category_scores_gemma":[0.0005076281,0.0001277241,0.0002020695,0.0001978489,0.0002450543,0.0003335493,0.0003811565,0.0002874514,0.0001086667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000236096,"about_ca_system_score_gemma":0.0005050966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002469476,"about_ca_topic_score_gemma":0.002020423,"domain_scores_codex":[0.9997904,0.00003303681,0.00001009895,0.0000592312,0.00006103417,0.00004619455],"domain_scores_gemma":[0.9997293,0.0000447914,0.00006416634,0.00002156189,0.0001045369,0.00003570687],"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":[0.0004085042,0.0001980111,0.002686129,0.0001099323,0.00005299549,0.0003423735,0.0001684508,0.8458536,0.04576788,0.002819975,0.000766593,0.1008257],"study_design_scores_gemma":[0.00001857131,0.0001891599,0.0005892615,0.000003128419,0.00001516839,0.00004436569,0.00003324722,0.9931167,0.005300027,0.0003664406,0.0003175652,0.000006197757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4072877,0.000113083,0.5866707,0.0001157002,0.00005624019,0.00009889965,0.00003304236,0.001036643,0.004588059],"genre_scores_gemma":[0.9935242,0.00001803677,0.00594338,0.0000124985,0.000004225266,0.00001554014,0.0000158734,0.000004885206,0.0004613232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002469476,"threshold_uncertainty_score":0.004910231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004691913346799287,"score_gpt":0.1937580846605214,"score_spread":0.1890661713137221,"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."}}