{"id":"W4408319459","doi":"10.52843/cassyni.zzh3cv","title":"Are Compact Cities a Solution to Sustainability? Lessons From an Urban Morphological Analysis of Calgary and Zurich","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban sustainability; Sustainability; Compact city; Regional science; Economic geography; Geography; Environmental planning; Political science; Urban planning; Engineering; Civil engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000699007,0.000497822,0.0003825358,0.002385559,0.002547909,0.006977414,0.0008697656,0.0007424311,0.004821972],"category_scores_gemma":[0.00172888,0.000361213,0.0004081219,0.00485709,0.006886178,0.00199081,0.00304787,0.0008834274,0.0003224918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01267159,"about_ca_system_score_gemma":0.002839623,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3072338,"about_ca_topic_score_gemma":0.5332398,"domain_scores_codex":[0.99937,0.0001720818,0.00001863489,0.0001237772,0.0001596868,0.0001559135],"domain_scores_gemma":[0.9994298,0.0002310048,0.000069977,0.00008138915,0.0001230234,0.00006482766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003969152,0.00008816898,0.08364899,0.000521662,0.0001653886,0.004601035,0.1629523,0.02665691,0.003342552,0.4412443,0.02811813,0.2482637],"study_design_scores_gemma":[0.0000356098,0.0001001829,0.2786037,0.0007108629,0.0001087955,0.0007618235,0.2982851,0.0119146,0.001812281,0.1078576,0.2996696,0.0001397105],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8900691,0.005525023,0.01348077,0.009347479,0.0002004998,0.0001116563,0.0009562601,0.00008181921,0.08022732],"genre_scores_gemma":[0.9739559,0.002849501,0.007599642,0.0003139841,0.00004617159,0.00003793736,0.0005374425,0.0001478781,0.01451151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6927662,"threshold_uncertainty_score":0.6108909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02707915740237397,"score_gpt":0.2769148212406926,"score_spread":0.2498356638383186,"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."}}