{"id":"W4415568591","doi":"10.65148/ecn/2025009","title":"Performance Evaluation of Routing Protocols for Vehicle-to-Vehicle Communication in Urban VANETs Using Simulation Based Metrics","year":2025,"lang":"en","type":"article","venue":"Elaris Computing Nexus","topic":"Vehicular Ad Hoc Networks (VANETs)","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Link-state routing protocol; Dynamic Source Routing; Geographic routing; Routing protocol; Static routing; Equal-cost multi-path routing; Network packet; Optimized Link State Routing Protocol; Multipath routing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002990084,0.0009331212,0.0006000421,0.001113064,0.0003640798,0.0009187725,0.0006915214,0.000617218,0.0005563181],"category_scores_gemma":[0.00643881,0.0002369972,0.000347785,0.00103744,0.0004954918,0.000920364,0.0005198291,0.0004154938,0.00009254354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001572577,"about_ca_system_score_gemma":0.0008383468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005928213,"about_ca_topic_score_gemma":0.003511842,"domain_scores_codex":[0.9982865,0.0008735491,0.0001186837,0.0001118015,0.0004739654,0.0001353851],"domain_scores_gemma":[0.995738,0.002760793,0.0003345321,0.0002942243,0.00075584,0.0001165552],"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":[0.0001541822,0.00009603904,0.00225535,0.0000495224,0.00005528465,0.00002767547,0.00003993169,0.9859346,0.001709132,0.001666287,0.0002245583,0.007787532],"study_design_scores_gemma":[0.000006001554,0.0002360598,0.0005657613,0.000004377012,0.000009892851,0.00001310217,0.00003724558,0.9973501,0.00128778,0.0003050558,0.0001782299,0.000006413288],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9358887,0.0006021837,0.05601713,0.0002932468,0.00009444259,0.0002378955,0.0003440522,0.0006184315,0.005903853],"genre_scores_gemma":[0.991087,0.0001726214,0.00795945,0.00001250661,0.000004757901,0.00006452107,0.0002079971,0.00001696038,0.0004741364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005928213,"threshold_uncertainty_score":0.01581323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04359393734939093,"score_gpt":0.3289356303187336,"score_spread":0.2853416929693427,"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."}}