{"id":"W4408790806","doi":"10.1109/jiot.2025.3554484","title":"Vehicular Cloud With Threshold-Based Prioritized Task Service and IEEE 802.11bd Communication","year":2025,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Vehicular Ad Hoc Networks (VANETs)","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Cloud computing; Computer network; Task (project management); Service (business)","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":[],"consensus_categories":[],"category_scores_codex":[0.0006061353,0.0002530625,0.0003838819,0.0001842381,0.00008410842,0.000169016,0.0005809694,0.0001592474,0.00002127773],"category_scores_gemma":[0.00001719026,0.0002274415,0.00009388502,0.00025977,0.00008468621,0.0003281866,0.00004867352,0.000931709,0.00000629015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001303115,"about_ca_system_score_gemma":0.00006805135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007635896,"about_ca_topic_score_gemma":0.00006075692,"domain_scores_codex":[0.998608,0.00008420395,0.0004986384,0.0001769796,0.0003167496,0.0003154615],"domain_scores_gemma":[0.9989233,0.0001075735,0.0001813073,0.0004226488,0.0002408922,0.0001242832],"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":[0.0002947457,0.00008005833,0.001337674,0.0004499129,0.0006372546,0.0000854946,0.00142483,0.9558778,0.02657853,0.0002446752,0.01118208,0.001806956],"study_design_scores_gemma":[0.002299872,0.00009651136,0.0005507168,0.002150057,0.0001703661,0.0002747366,0.000084967,0.9681572,0.021164,0.0006166851,0.004113841,0.0003210709],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498755,0.002078904,0.04502691,0.0006958272,0.0007510028,0.0002116603,0.000002634577,0.0001465304,0.001211036],"genre_scores_gemma":[0.9939612,0.0002034063,0.004834568,0.0007132502,0.0001124272,0.00000765023,0.000005479818,0.00004564615,0.0001164244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04408566,"threshold_uncertainty_score":0.9274796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006039702948021313,"score_gpt":0.2120612544645175,"score_spread":0.2060215515164961,"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."}}