{"id":"W4229008430","doi":"10.1016/j.cities.2022.103711","title":"Too big to succeed: Mega neighborhoods, depression, and actually existing urban governance","year":2022,"lang":"en","type":"article","venue":"Cities","topic":"Community Health and Development","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Lincoln Institute of Land Policy","keywords":"Urban sprawl; Politics; Corporate governance; Economic geography; Urban politics; Megacity; Geography; Population; Collective efficacy; Political science; Sociology; Regional science; Economic growth; Urban planning; Economy; Ecology; Social science; Business; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000651274,0.0001432803,0.0002265899,0.00007360353,0.003274451,0.00001634418,0.0002707562,0.00003929408,0.0008526833],"category_scores_gemma":[0.0004240237,0.0001415,0.00002307896,0.0002142153,0.00003545636,0.00007003854,0.001088771,0.0007277871,0.00003525966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002712598,"about_ca_system_score_gemma":0.0006242467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001029643,"about_ca_topic_score_gemma":0.0004982009,"domain_scores_codex":[0.9982018,0.0003070066,0.0004020859,0.0002289039,0.0003194624,0.0005406733],"domain_scores_gemma":[0.9984933,0.0006626855,0.0001510943,0.0003375976,0.00008029596,0.0002750896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002994767,0.00007800559,0.3928398,0.000614807,0.00002629115,0.00002827128,0.1060278,0.0000156408,0.0001048137,0.02142434,0.4238427,0.0546982],"study_design_scores_gemma":[0.0005651842,0.00008457642,0.1919785,0.0001413579,0.000005578061,0.000006500326,0.03311044,0.00002203468,0.00002104808,0.001088302,0.7727506,0.000225856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8988659,0.002605494,0.00009169328,0.005871804,0.001681194,0.000914808,0.000104201,0.0001989518,0.08966593],"genre_scores_gemma":[0.9626755,0.0001128102,0.0008031746,0.01469255,0.0002544536,0.0004932599,0.00002260227,0.0000268625,0.02091875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3489079,"threshold_uncertainty_score":0.9980232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08591711659784526,"score_gpt":0.3798843991288044,"score_spread":0.2939672825309592,"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."}}