{"id":"W4409961530","doi":"10.1057/s41289-024-00266-z","title":"A new theory of urban integration: A holistic analysis of archetypical case studies of urban fragmentation","year":2025,"lang":"en","type":"article","venue":"URBAN DESIGN International","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Landscape architecture; Fragmentation (computing); Urbanism; Economic geography; Urban planning; Place identity; Environmental planning; Civil engineering; Geography; Urban density; Urban design; Regional science; Architecture; Engineering; Archaeology; Ecology; Biology","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":[0.0003772638,0.0001914672,0.0005768518,0.0011882,0.00002918289,0.00001540848,0.0002666118,0.00008584868,0.0004149548],"category_scores_gemma":[0.0003327833,0.0001788909,0.000326428,0.001237945,0.0001318992,0.0001153565,0.00004038617,0.0001270417,0.000002359621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375815,"about_ca_system_score_gemma":0.00007258898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001299082,"about_ca_topic_score_gemma":0.00007131374,"domain_scores_codex":[0.9983898,0.0001420332,0.0008032422,0.0001878975,0.0003449751,0.0001320372],"domain_scores_gemma":[0.9984249,0.0006783154,0.0002068362,0.0002525762,0.0003826038,0.00005475562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00162816,0.0008601545,0.0743582,0.0006453631,0.07977909,0.0002071997,0.03371083,0.1865512,0.05269579,0.3159048,0.2193754,0.03428381],"study_design_scores_gemma":[0.002528628,0.0004168181,0.01446422,0.0005213502,0.01172437,0.00003321001,0.004573775,0.8746266,0.07402225,0.01563125,0.0006726868,0.0007847795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07424489,0.001274053,0.9226573,0.00004615979,0.0002785551,0.0001725024,0.00006271811,0.00004778009,0.001216024],"genre_scores_gemma":[0.9906533,0.00004720693,0.006945125,0.00002335724,0.00007405459,0.00001961922,0.00005551224,0.0000131767,0.002168644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9164084,"threshold_uncertainty_score":0.729496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0469784585025357,"score_gpt":0.2984623033561548,"score_spread":0.2514838448536191,"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."}}