{"id":"W4221082645","doi":"10.32866/001c.33884","title":"From Riding to Driving: the Effects of the COVID-19 Pandemic on Public Transit in Metro Vancouver","year":2022,"lang":"en","type":"article","venue":"Findings","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Pandemic; Public transport; Coronavirus disease 2019 (COVID-19); Transit (satellite); Crowding; Perception; Population; Feeling; Business; Geography; Demographic economics; Psychology; Transport engineering; Medicine; Environmental health; Engineering; Social psychology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006912714,0.0003066302,0.0004087466,0.0008588466,0.001245592,0.001771747,0.0008483083,0.0005664928,0.001863794],"category_scores_gemma":[0.0029079,0.0002433433,0.0004904488,0.002834057,0.0004458756,0.0003956419,0.001394044,0.001044653,0.0004077802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006223067,"about_ca_system_score_gemma":0.005577425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9650429,"about_ca_topic_score_gemma":0.978838,"domain_scores_codex":[0.9990708,0.0001998798,0.00005050168,0.000152637,0.0001722946,0.0003538208],"domain_scores_gemma":[0.9982773,0.0002266267,0.0003455866,0.0001219226,0.0006065905,0.0004220082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009316945,0.00003573958,0.9940944,0.00002289921,0.00007615642,0.00006974584,0.0006737562,0.0003545443,0.00007498966,0.00007021668,0.001690484,0.002743907],"study_design_scores_gemma":[0.00000321738,0.00001488157,0.9947714,0.00002878267,0.00001676152,0.00002964226,0.003047828,0.0006415285,0.00003378669,0.00002190556,0.001382414,0.000008024752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878213,0.0002530964,0.00009949147,0.0003687796,0.0000141144,0.00002297284,0.009709874,0.000007921511,0.001702545],"genre_scores_gemma":[0.990184,0.00026237,0.0001017147,0.0000926255,0.000007662629,0.00002278928,0.008054918,0.000007277567,0.00126663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03495705,"threshold_uncertainty_score":0.07032579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03753946908165749,"score_gpt":0.3032615425653413,"score_spread":0.2657220734836838,"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."}}