{"id":"W3161645673","doi":"10.1007/s12083-021-01164-9","title":"Trust and scalable blockchain-based message exchanging scheme on VANET","year":2021,"lang":"en","type":"article","venue":"Peer-to-Peer Networking and Applications","topic":"Vehicular Ad Hoc Networks (VANETs)","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Vehicular ad hoc network; Scalability; Computer network; Wireless ad hoc network; Overhead (engineering); Blockchain; Computer security; Distributed computing; Database; Telecommunications; Wireless","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003984401,0.0002937719,0.0002881102,0.0001386811,0.0003251398,0.0001765137,0.0001572881,0.0001286272,0.00003903473],"category_scores_gemma":[0.00002787,0.0003369655,0.00005103884,0.0007871207,0.00003513108,0.00002013819,0.00009225084,0.0003133969,0.00006438523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006501599,"about_ca_system_score_gemma":0.00002575457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009891645,"about_ca_topic_score_gemma":0.00003136561,"domain_scores_codex":[0.9981763,0.00003137353,0.000258314,0.0005385133,0.0003779268,0.0006176119],"domain_scores_gemma":[0.9987564,0.0001577824,0.00003177343,0.0005074139,0.0001463505,0.0004002804],"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":[0.000005799049,0.00003468438,0.0005791225,0.00005301024,0.00004410877,0.00001236972,0.0001418198,0.9561396,0.001089633,0.0008575391,0.01257903,0.02846332],"study_design_scores_gemma":[0.0002566381,0.00001829756,0.0003955036,0.0001052543,0.0000306806,0.00001484061,0.00004632688,0.5362864,0.0006635821,0.0001366546,0.4617201,0.000325699],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6911194,0.007834299,0.2465028,0.01823704,0.001093372,0.002996752,0.000181213,0.002675908,0.02935919],"genre_scores_gemma":[0.9846034,0.00004531359,0.009599965,0.001119438,0.001094054,0.0004998573,0.0001142757,0.0001053881,0.002818294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4491411,"threshold_uncertainty_score":0.9999082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009932272159633892,"score_gpt":0.227333602091581,"score_spread":0.2174013299319471,"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."}}