{"id":"W3173345199","doi":"10.1016/j.aap.2021.106272","title":"Analysis of ebike dynamics and cyclists’ anxiety levels and interactions with road vehicles that influence safety","year":2021,"lang":"en","type":"article","venue":"Accident Analysis & Prevention","topic":"Traffic and Road Safety","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ontario Institute of Technology; General Motors (Canada)","funders":"Mitacs; General Motors of Canada; University of Ontario Institute of Technology","keywords":"Transport engineering; Poison control; Anxiety; Occupational safety and health; Human factors and ergonomics; Injury prevention; Applied psychology; Engineering; Suicide prevention; Psychology; Forensic engineering; Environmental health; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003107394,0.0002579828,0.0002417893,0.0006692867,0.0006021366,0.0009396489,0.0002397646,0.000415034,0.002355177],"category_scores_gemma":[0.002333293,0.0001794948,0.0005138245,0.0004647499,0.0002973693,0.0003268294,0.0005891535,0.0006356139,0.0002365529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003756577,"about_ca_system_score_gemma":0.0004651426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009550311,"about_ca_topic_score_gemma":0.02128098,"domain_scores_codex":[0.9996527,0.00009062279,0.00002423655,0.00005199569,0.0000721495,0.000108389],"domain_scores_gemma":[0.9981172,0.0006495054,0.0004406562,0.00005578414,0.000200393,0.0005365717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002235502,0.0003441413,0.9902164,0.00002819646,0.0001270517,0.0001358968,0.003125313,0.00007735765,0.001179197,0.0000483588,0.00007519479,0.00441941],"study_design_scores_gemma":[0.000001794954,0.00009527114,0.9974682,0.000004099173,0.00002393375,0.00003886836,0.002122462,0.00007524051,0.00006197851,0.00001289714,0.00009157551,0.000003551435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991666,0.0000400735,0.00004361177,0.0000172955,0.000002109442,0.000005779178,0.00004792265,0.000001729254,0.0006748482],"genre_scores_gemma":[0.9993747,0.00004475361,0.00005447181,0.00001078162,0.000004221346,0.000009864742,0.00009845808,0.000001150989,0.0004016394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009550311,"threshold_uncertainty_score":0.01898944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007502313380778772,"score_gpt":0.2394839384423738,"score_spread":0.2319816250615951,"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."}}