{"id":"W4392791889","doi":"10.32920/25412806","title":"Effect of Autonomous Vehicles on Various Sight Distance Requirements","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Autonomous Vehicle Technology and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Sight; Braking distance; Geometric design; Design speed; Computer science; Simulation; Automotive engineering; Engineering; Transport 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003145364,0.0004312657,0.0005900127,0.0001847972,0.00003633395,0.00002247532,0.0004521607,0.0006978782,0.00007563207],"category_scores_gemma":[0.00001879643,0.0003673767,0.0001936832,0.0001205206,0.0001029152,0.0000231656,0.0004845402,0.001234061,0.0002664882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002575782,"about_ca_system_score_gemma":0.00004290204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002038719,"about_ca_topic_score_gemma":0.0000103276,"domain_scores_codex":[0.9985538,0.00004595777,0.0004592546,0.0004526265,0.0001766522,0.0003117653],"domain_scores_gemma":[0.998973,0.0001391462,0.00006846635,0.0007511067,0.00001787006,0.00005041012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005102747,0.0003295332,0.001523576,0.02091722,0.003614469,0.0005985973,0.001092629,0.2603724,0.01435251,0.1245999,0.01329711,0.5587917],"study_design_scores_gemma":[0.00137588,0.001621553,0.001195646,0.002440103,0.0006597685,0.00001920674,0.00001755092,0.281523,0.6333972,0.0591565,0.01634613,0.002247432],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8570718,0.003623687,0.005432843,0.0002394146,0.0025591,0.00104039,0.0001422403,0.005656783,0.1242338],"genre_scores_gemma":[0.9979679,0.0001125894,0.0002593229,0.00001774388,0.00005718147,0.00008910141,0.00002608968,0.00008298626,0.001387084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6190447,"threshold_uncertainty_score":0.9998778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0073815470918252,"score_gpt":0.2409756589400431,"score_spread":0.2335941118482179,"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."}}