{"id":"W3131936754","doi":"10.32866/001c.19046","title":"Public Transit Riders’ Perceptions and Experience of Safety: COVID-19 Lessons from Edmonton","year":2021,"lang":"en","type":"article","venue":"Findings","topic":"Traffic and Road Safety","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Public transport; Coronavirus disease 2019 (COVID-19); Transit (satellite); Pandemic; Business; Public health; Public relations; Perception; Marketing; Transport engineering; Advertising; Psychology; Medicine; Political science; Engineering; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004858728,0.00009970132,0.0001585947,0.00004642415,0.0001202772,0.00002482447,0.000084811,0.00008502737,0.0009996907],"category_scores_gemma":[0.00004561331,0.0001050457,0.00005068703,0.0001210921,0.0000722577,0.0001362139,0.00002263388,0.0001112029,0.00001192112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004578855,"about_ca_system_score_gemma":0.00004536108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009088046,"about_ca_topic_score_gemma":0.0002263377,"domain_scores_codex":[0.9993688,0.00001410856,0.0001645595,0.0001771962,0.0001047365,0.0001705484],"domain_scores_gemma":[0.9995952,0.00006340086,0.00001330255,0.0001510537,0.00002050996,0.0001565851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001189226,0.0004079004,0.08494438,0.0008038685,0.0006395063,0.000265668,0.4431432,0.02401379,0.3069035,0.04137837,0.03117177,0.06620914],"study_design_scores_gemma":[0.002254933,0.00004512314,0.7767079,0.0001251776,0.0001008084,0.00008369283,0.0309991,0.008727463,0.006250366,0.0005925183,0.1732108,0.0009021322],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641736,0.000501329,0.02844652,0.002929991,0.0001703107,0.00006198895,0.0001919588,0.0002119384,0.00331234],"genre_scores_gemma":[0.9984202,0.0003375027,0.0008645722,0.0001190681,0.00003156429,0.000005221842,0.00005879464,0.00001603512,0.0001470231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6917636,"threshold_uncertainty_score":0.9999135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04156533808539478,"score_gpt":0.2627562530690811,"score_spread":0.2211909149836863,"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."}}