{"id":"W3098808736","doi":"10.1007/978-3-030-56827-6","title":"The Next Generation Vehicular Networks, Modeling, Algorithm and Applications","year":2020,"lang":"en","type":"book","venue":"Wireless networks","topic":"Vehicular Ad Hoc Networks (VANETs)","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Algorithm","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003256581,0.0008258723,0.0007078885,0.00006567381,0.0006394984,0.0005656127,0.0006273829,0.001110638,0.00001375524],"category_scores_gemma":[0.000004777015,0.0007582006,0.0002356963,0.0002521411,0.0001592363,0.0001734898,0.0002172801,0.001979881,0.00004314404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002795163,"about_ca_system_score_gemma":0.000107225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006560753,"about_ca_topic_score_gemma":0.00006617215,"domain_scores_codex":[0.9970438,0.00008879764,0.0007525196,0.0007810922,0.0004325181,0.0009013009],"domain_scores_gemma":[0.9982527,0.000156274,0.0001686478,0.000914468,0.0001241153,0.0003837759],"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":[0.000002631524,0.000004478114,4.689526e-7,0.00003263618,0.0001955118,0.00001490969,0.00001573699,0.7666507,0.000002314227,0.001304898,0.06424838,0.1675273],"study_design_scores_gemma":[0.000171759,0.00001471542,4.159566e-7,0.00008765341,0.0001399904,0.00002099619,0.000005448098,0.7039179,6.207679e-7,0.0002775946,0.2948154,0.0005475156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.00002063014,0.084457,0.9045694,0.00009996212,0.00100177,0.001314588,0.00002033037,0.0007828362,0.007733474],"genre_scores_gemma":[0.07613872,0.5444608,0.01315995,0.003256226,0.1667248,0.007597032,0.01853356,0.005252117,0.1648767],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8914095,"threshold_uncertainty_score":0.9994869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01816584312844528,"score_gpt":0.1981325286056831,"score_spread":0.1799666854772378,"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."}}