{"id":"W3166165522","doi":"10.1016/j.trd.2021.102915","title":"Do new urban and suburban cycling facilities encourage more bicycling?","year":2021,"lang":"en","type":"article","venue":"Transportation Research Part D Transport and Environment","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto","keywords":"Cycling; Odds; Transport engineering; Sustainable transport; Poison control; Built environment; Engineering; Geography; Business; Environmental health; Civil engineering; Sustainability; Logistic regression; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001231622,0.000253493,0.0003487566,0.0001255527,0.0009827922,0.0001155939,0.0001846479,0.0002051461,0.002041919],"category_scores_gemma":[0.00001940089,0.0002614873,0.00011937,0.0003064629,0.001123789,0.0004877,0.000006686992,0.000482928,0.00001586368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006600169,"about_ca_system_score_gemma":0.0002809905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004158129,"about_ca_topic_score_gemma":0.008377794,"domain_scores_codex":[0.9964958,0.000151007,0.0005650926,0.0008128049,0.001206288,0.0007690411],"domain_scores_gemma":[0.9987165,0.0001621496,0.0000645557,0.0003175494,0.00006974397,0.000669467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006352739,0.0001347447,0.9536969,0.0001222812,0.00004629619,0.0001580632,0.03993008,0.00005841415,0.0003181776,0.00188218,0.0003346175,0.003254702],"study_design_scores_gemma":[0.0006832546,0.00004471041,0.7823579,0.00006686756,0.00005475532,3.412814e-7,0.01316954,0.00000944461,0.0004940972,0.002151158,0.2006423,0.0003255878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907223,0.003371109,0.0003287715,0.002433638,0.0001035229,0.0004326278,0.0001732355,0.00007945533,0.002355312],"genre_scores_gemma":[0.9853072,0.005257376,0.0003727586,0.00006409611,0.0002285247,0.00004235797,0.0003204212,0.00002536351,0.00838188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2003077,"threshold_uncertainty_score":0.9999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06940253400068173,"score_gpt":0.3469705113852217,"score_spread":0.27756797738454,"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."}}