{"id":"W4366691175","doi":"10.1080/15568318.2023.2196264","title":"Assessing the potential of cycling growth in Toronto, Canada","year":2023,"lang":"en","type":"article","venue":"International Journal of Sustainable Transportation","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; York University; University of Toronto","funders":"","keywords":"Cycling; TRIPS architecture; Transport engineering; Sustainable transport; Kilometer; Travel survey; Travel behavior; Recreation; Business; Geography; Engineering; Sustainability","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":[0.0004928234,0.0003673545,0.0002323403,0.001680143,0.002329876,0.001850547,0.000880986,0.0003115248,0.002436321],"category_scores_gemma":[0.001847605,0.0001630607,0.0003990731,0.004259703,0.0005437412,0.0004906749,0.0007743606,0.0003144934,0.000239285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03765351,"about_ca_system_score_gemma":0.02673938,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9971097,"about_ca_topic_score_gemma":0.99893,"domain_scores_codex":[0.9994814,0.0000451192,0.00002326949,0.00005281281,0.0002373479,0.0001601791],"domain_scores_gemma":[0.9981483,0.0001700918,0.0001264047,0.00003919274,0.001193912,0.0003221496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000196737,0.00008848056,0.921766,0.0002453655,0.0001264196,0.0008158239,0.005097752,0.01834827,0.001203987,0.005432991,0.009858275,0.03681983],"study_design_scores_gemma":[0.000006431238,0.00005439074,0.9623148,0.00009385841,0.00004122118,0.0000857424,0.01275934,0.01452996,0.000371756,0.0002711488,0.009428148,0.00004314837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712138,0.0006252791,0.0008001922,0.0004766285,0.0000149159,0.0001033764,0.01171644,0.0000467555,0.01500262],"genre_scores_gemma":[0.9922236,0.0004486918,0.0006509336,0.00003172401,0.000003228405,0.00002264486,0.003630375,0.000008567211,0.002980237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03765351,"threshold_uncertainty_score":0.2731966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143849617432889,"score_gpt":0.3240162958862893,"score_spread":0.3125777997119604,"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."}}