{"id":"W4390140997","doi":"10.1016/j.mex.2023.102534","title":"A novel method of using sound waves and artificial intelligence for the detection of vehicle's proximity from cyclists and E-scooters","year":2023,"lang":"en","type":"article","venue":"MethodsX","topic":"Noise Effects and Management","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Air quality index; Automotive engineering; Global Positioning System; Engineering; Transport engineering; Computer science; Telecommunications; Meteorology; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003918876,0.0006822103,0.0004114198,0.001826495,0.0003079612,0.0008220111,0.0006489203,0.0008323919,0.001330509],"category_scores_gemma":[0.001159661,0.0002809839,0.0005442862,0.001185663,0.0004882796,0.0009147244,0.0004774537,0.0006021874,0.0004640438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002385695,"about_ca_system_score_gemma":0.0003303533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001314725,"about_ca_topic_score_gemma":0.001842784,"domain_scores_codex":[0.9994233,0.00008196761,0.00003732506,0.0001852959,0.0002336176,0.00003855788],"domain_scores_gemma":[0.9995363,0.0001907583,0.00006824647,0.00004336777,0.0001394166,0.00002196129],"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":[0.0002820204,0.0002823657,0.006375686,0.0004485128,0.0001796807,0.0004010123,0.0003460996,0.008373734,0.1919915,0.003834301,0.001658861,0.7858261],"study_design_scores_gemma":[0.000141079,0.001867248,0.05295089,0.0001869523,0.0004352083,0.004256361,0.0008865204,0.6460917,0.2461475,0.009960609,0.0367468,0.0003291767],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05080571,0.0006745979,0.9417828,0.0001913673,0.0002279322,0.0002248967,0.0001913177,0.001175231,0.004726254],"genre_scores_gemma":[0.2481317,0.000658542,0.7454191,0.0001677833,0.0001013979,0.0002482955,0.0001662025,0.00005113607,0.005055862],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001826495,"threshold_uncertainty_score":0.004450977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2499239700225882,"score_gpt":0.5068812419860755,"score_spread":0.2569572719634873,"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."}}