{"id":"W7116594709","doi":"","title":"Shaping the polycentric city region: Regional plans as multiscalar urban design instruments","year":2024,"lang":"en","type":"article","venue":"Bond University Research Portal (Bond University)","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metropolitan area; Urban design; Urban planning; Work (physics); Urban density; Urban landscape; Scale (ratio); Quarter (Canadian coin); Urban climate","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":[0.004475131,0.0003402092,0.0001937079,0.001478395,0.003418975,0.00894707,0.001215704,0.0008220773,0.00628317],"category_scores_gemma":[0.003782292,0.0003917916,0.0003113511,0.002347567,0.01233461,0.004201083,0.005698041,0.00155377,0.0008920094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005204998,"about_ca_system_score_gemma":0.00488692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008917071,"about_ca_topic_score_gemma":0.03823972,"domain_scores_codex":[0.9960307,0.0026088,0.0001095008,0.0003262282,0.0006484389,0.0002762873],"domain_scores_gemma":[0.9979776,0.0007107253,0.0002661958,0.0004772749,0.0003321129,0.0002360376],"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":[0.00002309874,0.00003432875,0.003880373,0.0001211255,0.000008292154,0.0002356328,0.04224681,0.002502038,0.0005344797,0.874759,0.004491631,0.07116321],"study_design_scores_gemma":[0.00003262623,0.000140213,0.01271198,0.0005119746,0.00003230663,0.0005239623,0.1015599,0.005993876,0.001065731,0.1745295,0.7028306,0.00006738213],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1902405,0.002010002,0.2337081,0.005857014,0.0001657827,0.0007252549,0.0001683274,0.0004605971,0.5666644],"genre_scores_gemma":[0.8576199,0.0007544719,0.1163631,0.0002968129,0.00002357508,0.0003475854,0.00008100584,0.0001775547,0.02433604],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00894707,"threshold_uncertainty_score":0.03776515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07796756342914969,"score_gpt":0.2475872461995493,"score_spread":0.1696196827703996,"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."}}