{"id":"W2393499371","doi":"","title":"An Excessive Burden of Vehicles Monitoring System Design for City Free Traffic","year":2011,"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; Bridge (graph theory); Identification (biology); Field (mathematics); Intelligent transportation system; Embedded system; Management system; Real-time computing; 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":[0.0005926498,0.000515054,0.0004260035,0.0005849445,0.0006086212,0.0008778041,0.0009846555,0.0006236426,0.003790094],"category_scores_gemma":[0.0008934235,0.0003411865,0.0003185737,0.0001973086,0.0002297013,0.001105834,0.0004974349,0.0005255117,0.001299403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004560645,"about_ca_system_score_gemma":0.0009514993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002121274,"about_ca_topic_score_gemma":0.001980748,"domain_scores_codex":[0.9990767,0.0001396744,0.00003560487,0.0001836365,0.0004811417,0.00008313117],"domain_scores_gemma":[0.9993122,0.00008044859,0.00005692898,0.0000797475,0.0004181548,0.00005253504],"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":[0.0009056827,0.0002514319,0.01345382,0.0006726215,0.00018938,0.0004863297,0.0008074727,0.07023416,0.2465973,0.01922844,0.02289669,0.6242767],"study_design_scores_gemma":[0.000250269,0.001465586,0.01614426,0.0001191616,0.0003457917,0.001277605,0.0002373455,0.7539406,0.1191848,0.004687307,0.102237,0.0001103513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06656821,0.0003549349,0.9196192,0.0003345919,0.0002515467,0.0002367493,0.00009620352,0.003888887,0.008649612],"genre_scores_gemma":[0.8411039,0.0002992141,0.1386883,0.0003062819,0.000259504,0.0003647419,0.0005771237,0.0002292643,0.01817171],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003790094,"threshold_uncertainty_score":0.0126791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02685918545082614,"score_gpt":0.2325754161043593,"score_spread":0.2057162306535331,"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."}}