{"id":"W2141227520","doi":"10.1068/b32136","title":"Privatized Suburbia: The Planning Implications of Private Roads","year":2007,"lang":"en","type":"article","venue":"Environment and Planning B Planning and Design","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Urbanism; Context (archaeology); New Urbanism; Unit (ring theory); Environmental planning; Urban planning; Socioeconomic status; Geography; Business; Regional science; Civil engineering; Engineering; Sociology; Architecture; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002290696,0.0001984903,0.000248451,0.00008593775,0.001004982,0.00008426286,0.0002274368,0.0001460664,0.00001452933],"category_scores_gemma":[0.0002057003,0.0001603161,0.00003881621,0.0001533716,0.0004620182,0.0001456736,0.00006526041,0.0002703064,0.000003876403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003560972,"about_ca_system_score_gemma":0.00003864437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000162239,"about_ca_topic_score_gemma":0.000001757975,"domain_scores_codex":[0.9983468,0.0001721442,0.0003448853,0.0003263453,0.0003390962,0.0004707003],"domain_scores_gemma":[0.9979699,0.001358949,0.0002765841,0.0002219651,0.00001402072,0.0001586227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000174586,0.00003782659,0.9421318,0.00001942192,0.00006637802,0.00002941413,0.03710829,0.003634004,0.001380412,0.004446917,0.00811536,0.002855627],"study_design_scores_gemma":[0.0006220998,0.0001406832,0.8813673,0.0002478581,0.00006790493,0.00001504687,0.004249253,0.000394439,0.0005825877,0.00157748,0.1103438,0.0003915624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8630871,0.008424324,0.1188819,0.001120993,0.0001707502,0.0004883189,0.00001490221,0.0001174187,0.007694313],"genre_scores_gemma":[0.9941701,0.000132335,0.004369176,0.0002278825,0.0001924631,0.00001227767,0.0000110952,0.00001735037,0.0008672985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.131083,"threshold_uncertainty_score":0.7729612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04989165311956967,"score_gpt":0.2884497403042408,"score_spread":0.2385580871846711,"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."}}