{"id":"W1898764733","doi":"10.1155/2015/613940","title":"Information Management and Applications of Intelligent Transportation System","year":2015,"lang":"en","type":"article","venue":"Mathematical Problems in Engineering","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Intelligent transportation system; Transport engineering; Engineering; Telecommunications; China; Information system; Engineering management; Business; Library science; Geography; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001544025,0.00007038824,0.00009939299,0.0001776908,0.000004540985,0.00001018823,0.0000522869,0.00003224133,9.268605e-7],"category_scores_gemma":[0.000002983041,0.00007209957,0.0000124419,0.0001512193,0.000008091063,0.000152112,0.000007869635,0.00005249139,0.000005178159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005033223,"about_ca_system_score_gemma":0.000001222919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001317784,"about_ca_topic_score_gemma":6.300401e-7,"domain_scores_codex":[0.9994791,0.000002240973,0.0002951912,0.00004039707,0.0001011236,0.00008198772],"domain_scores_gemma":[0.9998343,0.000009162807,0.0000180025,0.00008363766,0.00001374026,0.00004115207],"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":[0.000001085363,0.00002268031,0.00004480054,0.006554498,0.00002435903,5.060937e-7,0.001174,0.7570857,0.00003056422,0.2167782,0.0002824625,0.01800107],"study_design_scores_gemma":[0.000280972,0.00001763727,0.0002024326,0.0004381023,0.00002043215,0.000002752225,0.0008742874,0.9901457,0.0003752513,0.002017259,0.005481274,0.000143932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009875996,0.00007347982,0.9922816,0.000003770296,0.00003222172,0.0004431939,0.000002597531,0.001123284,0.005052213],"genre_scores_gemma":[0.9885632,0.00003275995,0.01113905,0.000001782444,0.000005600267,0.0002368013,0.000007869668,0.000008526248,0.000004434689],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9875756,"threshold_uncertainty_score":0.2940135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008349914323366866,"score_gpt":0.1900481093846579,"score_spread":0.181698195061291,"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."}}