{"id":"W2773114929","doi":"10.3390/su9122326","title":"The Velocity of Density: Can We Build More Sustainable Cities Fast Enough?","year":2017,"lang":"en","type":"article","venue":"Sustainability","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Sustainability; Urban density; Time horizon; Climate change; Transit (satellite); Business; Urban planning; Transport engineering; Public transport; Engineering; Civil engineering; Ecology","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":[0.002724271,0.0006414974,0.00046184,0.001139299,0.001955352,0.007211153,0.001095788,0.001962126,0.006061672],"category_scores_gemma":[0.01225977,0.0003903548,0.000538541,0.001691034,0.004921537,0.01537495,0.004054991,0.002944996,0.001158619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006673055,"about_ca_system_score_gemma":0.008407868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0644483,"about_ca_topic_score_gemma":0.09006585,"domain_scores_codex":[0.9987859,0.0004105076,0.00003550794,0.00009812784,0.0003526653,0.0003173278],"domain_scores_gemma":[0.9965738,0.0009372479,0.0004272013,0.000307647,0.001044715,0.0007093605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001161659,0.000146837,0.03339815,0.001112343,0.0001056589,0.0002610857,0.006779925,0.01193435,0.001088716,0.6012835,0.06428889,0.2794843],"study_design_scores_gemma":[0.00006290356,0.0003090271,0.03327943,0.00204892,0.0001300624,0.0002482,0.01886602,0.007453364,0.002180045,0.350273,0.5849954,0.0001536011],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2161758,0.03408723,0.07295693,0.4226044,0.004864485,0.0003899049,0.001025277,0.0007982359,0.2470978],"genre_scores_gemma":[0.9312558,0.02228561,0.02121396,0.007727099,0.0007403381,0.0002043405,0.0003488632,0.0001979494,0.01602594],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0644483,"threshold_uncertainty_score":0.1281464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260793854232135,"score_gpt":0.3019686945540715,"score_spread":0.2893607560117502,"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."}}