{"id":"W2560604318","doi":"","title":"The Role of Cycling within Sustainable Urban Development in Canada: Case studies of Vancouver, Calgary, Toronto, and Ottawa","year":2012,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cycling; Geography; Environmental planning; Regional science; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002485724,0.0001850724,0.0003789717,0.0000730834,0.0005749608,0.0000172428,0.0003060028,0.0001438353,0.00004620705],"category_scores_gemma":[0.00004834523,0.000169392,0.00004911303,0.0002542959,0.0001927501,0.001058111,0.00006430171,0.0001896957,9.222126e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008238422,"about_ca_system_score_gemma":0.004155098,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9929581,"about_ca_topic_score_gemma":0.9992006,"domain_scores_codex":[0.9986162,0.0001491781,0.0003015602,0.0002457086,0.0003163499,0.0003710551],"domain_scores_gemma":[0.9989716,0.0002016322,0.0003976651,0.0001673704,0.0001364949,0.0001252543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001718463,0.00006917094,0.9091605,0.0004678045,0.0001583334,0.0003720297,0.07358008,0.000004460812,0.000001626563,0.005710911,0.00937283,0.0009304377],"study_design_scores_gemma":[0.0002798964,0.00001956204,0.1157167,0.0001453536,0.00008963814,7.871379e-8,0.8065101,0.000001107278,0.001171347,0.0002665296,0.07548375,0.0003159538],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808544,0.002859378,7.951151e-7,0.0002272336,0.0002884324,0.0003612031,0.00001023149,0.00001930973,0.01537903],"genre_scores_gemma":[0.920687,0.0003421497,0.0001807265,0.000004171864,0.00002420112,0.000001255222,0.000024929,0.00001213522,0.07872349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7934438,"threshold_uncertainty_score":0.7370965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005912829673718502,"score_gpt":0.2118576438315002,"score_spread":0.2059448141577817,"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."}}