{"id":"W4400234978","doi":"10.11159/iccste24.257","title":"Safety in Focus: A Critical Evaluation of Geometric Features' Influence on Pedestrian Safety in Roundabouts","year":2024,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pedestrian; Focus (optics); Computer science; Transport engineering; Vehicle safety; Engineering; Automotive engineering; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00176378,0.0004977439,0.0003591062,0.001056796,0.0004905176,0.0008756989,0.0004623272,0.0004315056,0.004371361],"category_scores_gemma":[0.008521691,0.0001823271,0.0004692414,0.0005874665,0.0006912424,0.0007753803,0.0007807022,0.0003025306,0.0003543043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000686156,"about_ca_system_score_gemma":0.0006502415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009093227,"about_ca_topic_score_gemma":0.01061231,"domain_scores_codex":[0.9990699,0.0003921964,0.00002488162,0.0001061865,0.0002687917,0.0001380296],"domain_scores_gemma":[0.9905357,0.006723624,0.0007077921,0.000295019,0.001406873,0.0003310477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0125417,0.001086831,0.7653732,0.00065176,0.0006576311,0.001295138,0.004829742,0.04089435,0.05881912,0.003273359,0.001072747,0.1095045],"study_design_scores_gemma":[0.00006874542,0.004293629,0.9643648,0.00005681612,0.0006660509,0.000210682,0.004813138,0.01421378,0.009156929,0.0008199264,0.001299726,0.00003580349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956228,0.0001149403,0.0009259187,0.0000280591,0.000006237441,0.00003321492,0.00008148726,0.00001226112,0.003174965],"genre_scores_gemma":[0.9993655,0.00003866988,0.0002479787,0.00000731963,0.000003045354,0.00001113273,0.0000344345,0.000005270191,0.0002864607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009093227,"threshold_uncertainty_score":0.01808059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01474367220228289,"score_gpt":0.2548587466017656,"score_spread":0.2401150743994827,"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."}}