{"id":"W3156417984","doi":"10.1155/2021/9965749","title":"Research on Urban Traffic Active Control in Cooperative Vehicle Infrastructure","year":2021,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Traffic control and management","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Beijing Institute of Petrochemical Technology; Beijing Association for Science and Technology","keywords":"Intersection (aeronautics); Control (management); Computer science; Sequence (biology); Transport engineering; Engineering; Artificial intelligence","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":[0.0001561109,0.00009132218,0.0001967794,0.0001875343,0.00003043423,0.00001485832,0.0000668587,0.00004683653,0.00003106792],"category_scores_gemma":[0.00001581952,0.00008432391,0.00005659106,0.0003500867,0.00001742574,0.0002382519,6.956302e-7,0.0004726349,0.000002294832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000123797,"about_ca_system_score_gemma":0.00005041456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.68973e-7,"about_ca_topic_score_gemma":0.0001621479,"domain_scores_codex":[0.9990827,0.00005115152,0.0003161368,0.00009637766,0.0002824247,0.0001712049],"domain_scores_gemma":[0.9994773,0.00009921967,0.00005024408,0.00007011657,0.0002488257,0.00005434239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002878577,0.0000489911,0.00005131915,0.00002102503,0.00004955502,0.0001611343,0.002021615,0.9517696,0.007542851,0.0003448784,0.0001742509,0.03752694],"study_design_scores_gemma":[0.0108154,0.0006128194,0.9522738,0.000284396,0.00005452086,0.000008039857,0.010171,0.009773189,0.003969312,0.0002605886,0.01151024,0.000266665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975582,0.0004133009,0.001047646,0.0002359861,0.000294501,0.0001401656,0.00001309724,0.00002227199,0.0002748752],"genre_scores_gemma":[0.9994102,0.0001695356,0.0002321148,0.00004834042,0.00008514218,0.000007375601,0.000008928267,0.00001382631,0.00002453903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9522225,"threshold_uncertainty_score":0.3438629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008226894384693968,"score_gpt":0.2597371491582086,"score_spread":0.2515102547735146,"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."}}