{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003236442,0.0001521989,0.0002541434,0.00007378145,0.0000806044,0.00002143805,0.0001622122,0.00009174614,0.000004472734],"category_scores_gemma":[9.55737e-8,0.0001533033,0.0000692969,0.0002379256,0.00001365938,0.00006535926,0.000007944743,0.00008824524,0.0001058216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001663809,"about_ca_system_score_gemma":0.00001500575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005689517,"about_ca_topic_score_gemma":0.000007741082,"domain_scores_codex":[0.9992004,0.00001238576,0.0003160227,0.0001946675,0.00008862203,0.0001879259],"domain_scores_gemma":[0.9995153,0.0000163011,0.00006505476,0.0002612316,0.0000631529,0.00007897458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002985233,0.00004955036,0.00002341323,0.0001261179,0.00008650581,0.0000015444,0.0003390938,0.1106909,0.6244743,0.001548516,0.001874241,0.260756],"study_design_scores_gemma":[0.005050164,0.000240827,0.006454912,0.0002404217,0.0001900977,0.0002896798,0.0001515291,0.6927381,0.02546453,0.0003162523,0.2676352,0.001228335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1763859,0.0006366823,0.8212015,0.0000474131,0.00009325927,0.000697204,0.00001312132,0.0004863238,0.0004386303],"genre_scores_gemma":[0.9931249,0.00000934513,0.00623406,0.00001988824,0.0001825184,0.00003946095,0.00001923934,0.00002127592,0.0003492985],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.816739,"threshold_uncertainty_score":0.6251528,"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."}}