{"id":"W3193552050","doi":"10.1080/02697459.2021.1965735","title":"Intraregional Spatial Dynamics of Quality of Life in Shrinking Cities and Their Suburbs","year":2021,"lang":"en","type":"article","venue":"Planning Practice and Research","topic":"Urbanization and City Planning","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Resizing; Economic geography; Geography; Spatial inequality; Inequality; Quality (philosophy); Demographic economics; Economic growth; Business; Economics","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":[0.00370247,0.00004410334,0.0001489657,0.0001207608,0.0002268227,0.00006507814,0.00007609472,0.00007450197,0.00003254631],"category_scores_gemma":[0.006829179,0.00004149447,0.00001231413,0.0003556089,0.0003657494,0.0002342082,0.00008734133,0.0002873383,2.893447e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002356157,"about_ca_system_score_gemma":0.0003828832,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007694322,"about_ca_topic_score_gemma":0.003145921,"domain_scores_codex":[0.9980888,0.0009677306,0.0002121336,0.0001330399,0.000421792,0.0001764423],"domain_scores_gemma":[0.9961241,0.003270128,0.00009783159,0.00006433504,0.000377217,0.00006632507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001919155,0.0001106574,0.7788629,0.0001766442,0.00003923609,0.00001973013,0.1383884,0.00004753966,0.0004305002,0.07826461,0.0001913137,0.003276574],"study_design_scores_gemma":[0.0007878719,0.00008946408,0.2942486,0.0004119777,0.000009161315,0.000009203131,0.6873648,0.002354702,0.000430347,0.004351153,0.009743012,0.0001996875],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785516,0.001440844,0.0004312736,0.005465896,0.00004118474,0.00006469533,0.000007737987,0.000007281607,0.01398949],"genre_scores_gemma":[0.9989179,0.0004923342,0.000213791,0.00007851935,0.00005113799,0.000001565308,0.00001288898,0.000003548891,0.0002283156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5489764,"threshold_uncertainty_score":0.9989135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1760222344585648,"score_gpt":0.4518432039612464,"score_spread":0.2758209695026816,"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."}}