{"id":"W4388239411","doi":"10.2139/ssrn.4621048","title":"A Novel Synergy Mechanism for Smart Transportation System in Smart Cities","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Mechanism (biology); Smart city; Business; Computer science; Transport engineering; Internet of Things; Computer security; Engineering","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":[0.0005511748,0.0004303632,0.0007320609,0.000814759,0.001245378,0.00166907,0.001416591,0.001620977,0.01820979],"category_scores_gemma":[0.001347392,0.0002982225,0.0008306468,0.0006865616,0.001007315,0.004045183,0.0026623,0.001035659,0.001456252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005061339,"about_ca_system_score_gemma":0.0006417964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004875206,"about_ca_topic_score_gemma":0.0003758069,"domain_scores_codex":[0.9995866,0.00009331077,0.00002475901,0.0001061444,0.0000854188,0.0001036982],"domain_scores_gemma":[0.99932,0.0001811482,0.00008395333,0.0001770265,0.0001183902,0.0001193536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001872894,0.00008450124,0.0004794303,0.0001324069,0.00005618372,0.0004721203,0.0002504788,0.025269,0.01420296,0.9358487,0.004740307,0.01827662],"study_design_scores_gemma":[0.000130019,0.0002192481,0.0005785641,0.00003918408,0.00006716125,0.000569518,0.0002853214,0.3487843,0.005165671,0.6284836,0.01560681,0.00007063911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1916277,0.001134816,0.7131873,0.002601943,0.001043235,0.0002500286,0.0004187786,0.001201162,0.08853509],"genre_scores_gemma":[0.956746,0.0002943131,0.02880373,0.000166781,0.0001448524,0.0001216053,0.00009329727,0.000054033,0.01357538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01820979,"threshold_uncertainty_score":0.06091779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008981494102669641,"score_gpt":0.2032504934615324,"score_spread":0.1942689993588628,"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."}}