{"id":"W6958071866","doi":"10.60692/1zvks-ez457","title":"Evaluation and Challenges of IoT Simulators for Intelligent Transportation System Applications","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Vehicular Ad Hoc Networks (VANETs)","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Flagging; Context (archaeology); Domain (mathematical analysis); Task (project management); Reliability (semiconductor); Cloud computing; Quality (philosophy)","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":[0.01117915,0.0006947592,0.0005465189,0.001014082,0.0007454135,0.002759948,0.002192177,0.001012441,0.001793835],"category_scores_gemma":[0.05808188,0.0004766592,0.000582047,0.0009216658,0.001011261,0.003301497,0.001769084,0.001342334,0.0005065381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001826001,"about_ca_system_score_gemma":0.003133628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005586682,"about_ca_topic_score_gemma":0.005570611,"domain_scores_codex":[0.9921287,0.004761282,0.0005427027,0.0002671028,0.00198334,0.0003168514],"domain_scores_gemma":[0.973848,0.01510028,0.001205202,0.003473279,0.005696984,0.0006762907],"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":[0.0006443503,0.0005281239,0.04439006,0.001502829,0.0002611056,0.0003410629,0.001578798,0.6707469,0.009268968,0.07135514,0.008317105,0.1910656],"study_design_scores_gemma":[0.00005886706,0.0006389143,0.00441388,0.0009143619,0.0001348937,0.0001486277,0.001268845,0.9344717,0.01027934,0.01284187,0.03474516,0.00008354155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5483956,0.007063343,0.377251,0.009377974,0.001202475,0.001485581,0.001586859,0.003992799,0.04964425],"genre_scores_gemma":[0.9189379,0.002366853,0.07568464,0.0002720841,0.00005805221,0.0002923136,0.0008481659,0.0002951845,0.001244728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01117915,"threshold_uncertainty_score":0.05912173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04920459277985238,"score_gpt":0.2325666913639899,"score_spread":0.1833620985841375,"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."}}