{"id":"W2886867881","doi":"10.1177/0361198118774184","title":"Signal Priority Request Delay Modeling and Mitigation for Emergency Vehicles in Connected Vehicle Environment","year":2018,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Traffic control and management","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Preemption; Emergency vehicle; SIGNAL (programming language); Computer science; Real-time computing; Reliability (semiconductor); Control (management); Computer network","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002539762,0.0001659289,0.0002657685,0.0005296253,0.0002958895,0.00005120931,0.000347842,0.0001149993,0.0001049082],"category_scores_gemma":[0.00004565526,0.0001408476,0.0001337126,0.0005927134,0.0002202429,0.0003972049,0.000004378402,0.0007812057,0.000005197836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001783629,"about_ca_system_score_gemma":0.00009189294,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001155877,"about_ca_topic_score_gemma":0.023369,"domain_scores_codex":[0.9967215,0.000291516,0.0009605462,0.0002610698,0.001193543,0.0005718287],"domain_scores_gemma":[0.9984071,0.0002415412,0.0001085958,0.0001998957,0.0008516154,0.0001912043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.005348927,0.0008277581,0.2446938,0.002058888,0.0007451461,0.0001432117,0.019591,0.4797929,0.1026494,0.01008296,0.006600505,0.1274655],"study_design_scores_gemma":[0.003459476,0.0008710501,0.7802206,0.0002973401,0.00006346285,3.555216e-7,0.001574646,0.1978329,0.001546482,0.006964328,0.006865677,0.0003036592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981739,0.0003537721,0.01527297,0.001250261,0.0002566962,0.001013142,0.0000333162,0.00003381128,0.00004707281],"genre_scores_gemma":[0.9967396,0.00136154,0.001497832,0.00001032032,0.0001785358,0.00009882104,0.00001200274,0.00003647667,0.00006488084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5355269,"threshold_uncertainty_score":0.9944519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04457933029238543,"score_gpt":0.3151251704155865,"score_spread":0.2705458401232011,"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."}}