{"id":"W4377157716","doi":"10.1155/2023/4116108","title":"In Search of Severity Dimensions of Traffic Conflicts for Different Simulated Mixed Fleets Involving Connected and Autonomous Vehicles","year":2023,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Traffic control and management","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agencia Estatal de Investigación","keywords":"Collision; Penetration rate; Automation; Penetration (warfare); Computer science; Transport engineering; Simulation; Operations research; Engineering; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001330964,0.00008373919,0.0002792749,0.0002233266,0.00001516651,0.000003158287,0.00004331148,0.00003825157,0.000001797297],"category_scores_gemma":[0.0000177075,0.0000718788,0.00005823012,0.0001857609,0.0000187181,0.0001292849,0.000001696427,0.00008527931,8.025825e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000233465,"about_ca_system_score_gemma":0.00001187679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004397228,"about_ca_topic_score_gemma":0.0001591839,"domain_scores_codex":[0.9991835,0.00001375385,0.0004894111,0.00006878328,0.0001241051,0.0001204332],"domain_scores_gemma":[0.9995198,0.0001703952,0.0001091236,0.00004877421,0.0001102127,0.00004169446],"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":[0.0001485764,0.00004147797,0.0002003968,0.0002723261,0.00005785236,0.000008155524,0.002090709,0.911881,0.07797834,0.00005748877,0.000007146812,0.007256506],"study_design_scores_gemma":[0.004833002,0.0002487063,0.7766317,0.0002490206,0.00008225631,0.00000113066,0.0009048588,0.2056388,0.01099584,0.0001225676,0.0001647739,0.0001273895],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987932,0.0002747796,0.0004096953,0.00006121903,0.0001609327,0.0002417419,0.00002243161,0.00003474396,0.000001193542],"genre_scores_gemma":[0.9991976,0.0003493045,0.0004014561,0.000003716772,0.000009725703,0.000003129747,0.00001800889,0.00001225714,0.000004782931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7764313,"threshold_uncertainty_score":0.2931133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318897752513878,"score_gpt":0.2425228668740026,"score_spread":0.2293338893488638,"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."}}