{"id":"W2372544332","doi":"","title":"A New Type of Wireless Traffic Lights Induction Control Dynamic System at Crossroads","year":2009,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Advanced Sensor and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Microcontroller; Wireless; Software; Traffic flow (computer networking); Wireless network; Real-time computing; Embedded system; Computer network; Telecommunications; Operating system","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":[0.0001971595,0.000264162,0.0002729914,0.0004264787,0.0002411801,0.0003848409,0.0006885985,0.0002811672,0.002507875],"category_scores_gemma":[0.000220155,0.0001664246,0.0001696089,0.0003160145,0.0002001537,0.0005736494,0.0003846511,0.0003839649,0.000670818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002388387,"about_ca_system_score_gemma":0.0002586063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007052893,"about_ca_topic_score_gemma":0.0007379628,"domain_scores_codex":[0.9997625,0.00002456986,0.00001112364,0.00006966924,0.0001008395,0.00003141622],"domain_scores_gemma":[0.9998486,0.00001793963,0.00002047073,0.00002009879,0.00006902426,0.00002388059],"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":[0.0005935056,0.0002112212,0.006925627,0.0003697818,0.00009455053,0.0006169209,0.0003828506,0.01804587,0.4416683,0.02190287,0.008584542,0.500604],"study_design_scores_gemma":[0.0005068801,0.003100432,0.01562939,0.0001091687,0.0004594742,0.004183295,0.0001591149,0.4554968,0.3103864,0.005632251,0.2041429,0.0001939476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1244985,0.0005667499,0.8549011,0.0002457101,0.0003131303,0.0001623168,0.0001772163,0.004315702,0.01481956],"genre_scores_gemma":[0.9090812,0.0003797336,0.07203867,0.0002186803,0.0001766469,0.0001581195,0.0002589891,0.00007312666,0.01761486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002507875,"threshold_uncertainty_score":0.008389652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004458581223889469,"score_gpt":0.2120046298510589,"score_spread":0.2075460486271695,"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."}}