{"id":"W2586480255","doi":"","title":"World Cities and Urban Form : Fragmented, Polycentric, Sustainable?","year":2013,"lang":"en","type":"book","venue":"","topic":"Global Urban Networks and Dynamics","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Global city; Megacity; Geography; Context (archaeology); Urbanity; Metropolitan area; Glocalization; Economy; Globalization; Urban planning; Urban sprawl; Sustainable city; Economic geography; Political science; Economic growth; Sustainable development; Archaeology; Civil engineering; Engineering; Economics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002647371,0.0002896788,0.0003483779,0.0001979811,0.0006209959,0.0004463429,0.0003102036,0.0003614246,0.002187378],"category_scores_gemma":[0.00003445229,0.0002612765,0.0001071981,0.0001994566,0.0004575664,0.0002803073,0.0002004054,0.0003128102,0.00007620759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007038984,"about_ca_system_score_gemma":0.0005956682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005432879,"about_ca_topic_score_gemma":0.008991424,"domain_scores_codex":[0.9980217,0.00004140207,0.0002615616,0.0003405724,0.0004763563,0.0008584627],"domain_scores_gemma":[0.999004,0.0001302288,0.0001541502,0.0002128211,0.0001931234,0.0003056949],"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":[0.000002464733,0.000005116304,0.0002683245,0.00002061507,0.00001720357,0.000009187507,0.0005122984,6.022549e-7,2.258734e-9,0.4996357,0.4988578,0.0006706766],"study_design_scores_gemma":[0.0001381233,0.00001945332,0.00005483811,0.00004547033,0.00003419422,6.546549e-7,0.003380808,0.00009188829,1.562539e-8,0.08566832,0.9102647,0.0003014794],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005372396,0.004023279,0.000114945,0.0007219228,0.0004305793,0.0006445337,0.00001343597,0.0001497575,0.9938478],"genre_scores_gemma":[0.001246678,0.001490819,0.0001173337,0.0006535174,0.0009843205,0.0000189014,0.00004617482,0.0000301353,0.9954121],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4139674,"threshold_uncertainty_score":0.999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006367445136539947,"score_gpt":0.2197495778711733,"score_spread":0.2133821327346334,"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."}}