{"id":"W4402341905","doi":"10.1007/978-981-97-5481-6_4","title":"The Variability of Dynamics in Urban Spatial Transformation During the Post-COVID Era: Perspectives of the Global South and North","year":2024,"lang":"en","type":"book-chapter","venue":"City development","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Geography; Transformation (genetics); Economic geography; Dynamics (music); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Climatology; Sociology; Virology; Geology; Medicine; Biology; Outbreak","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.000268521,0.0001965487,0.0002454888,0.00004108381,0.0001116229,0.00002636677,0.0002160354,0.0001030675,0.00001538497],"category_scores_gemma":[0.00002390767,0.0001099975,0.0001116793,0.0000944094,0.0001403196,0.00003125929,0.00006587503,0.0002806247,0.000001275753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007292333,"about_ca_system_score_gemma":0.0001254319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001613357,"about_ca_topic_score_gemma":0.01387159,"domain_scores_codex":[0.9989971,0.00002394573,0.0004361354,0.0001614388,0.0002543897,0.0001269855],"domain_scores_gemma":[0.9995456,0.00005464167,0.0000824839,0.0002170819,0.00007203477,0.00002812304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004277642,0.0001485965,0.3675307,0.005153009,0.005021468,0.00001378658,0.3269753,0.01226149,0.00009845613,0.2410395,0.00007572248,0.04125419],"study_design_scores_gemma":[0.000572665,0.00003876118,0.946581,0.0004096977,0.0003868591,0.00000674892,0.003050512,0.03803817,0.0001695456,0.007880624,0.002132586,0.0007328156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9439635,0.001358972,0.004753368,0.0004344516,0.0003438128,0.001046637,0.0003464859,0.00007796202,0.04767477],"genre_scores_gemma":[0.9980249,0.00008811877,0.00004529257,0.00000470135,0.00002220405,0.000009442509,0.00001120862,0.00001313855,0.001781037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5790503,"threshold_uncertainty_score":0.7740673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005312907499010392,"score_gpt":0.1676070742987982,"score_spread":0.1622941667997878,"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."}}