{"id":"W2019788189","doi":"10.2495/sdp-v7-n1-1-13","title":"A gis for urban sustainability indicators in spatial planning","year":2012,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Urban Planning and Valuation","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Urban planning; Environmental planning; Sustainable development; Business; Spatial planning; Commission; Social sustainability; Environmental resource management; Urban density; Regional science; Geography; Political science; Economics; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001614639,0.0001137044,0.0001456558,0.0004586271,0.0001064176,0.0000539399,0.0001874958,0.00006192704,0.00005314273],"category_scores_gemma":[0.0004641682,0.0001050889,0.00003272092,0.0001939415,0.00004128266,0.0005986868,0.0000982996,0.0001569793,0.000001798756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006570938,"about_ca_system_score_gemma":0.0001122785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000578062,"about_ca_topic_score_gemma":0.000001473074,"domain_scores_codex":[0.9986792,0.00004006644,0.000416485,0.000118288,0.0003898073,0.0003561132],"domain_scores_gemma":[0.9993102,0.0001535572,0.0002730169,0.00004131843,0.0001083702,0.0001135539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001856675,0.0000640962,0.9648267,0.00001969379,0.00002706628,0.000111367,0.02326166,0.001401808,0.00001910684,0.0001959813,0.001876266,0.008010563],"study_design_scores_gemma":[0.0009388995,0.00006078386,0.9245545,0.0000731392,0.00001204006,0.00004182525,0.01870431,0.0003485618,0.0003614746,0.0005157902,0.05420962,0.0001790627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919879,0.0002852291,0.006341883,0.0001626787,0.0002899347,0.0001653363,0.00000104688,0.000007455287,0.0007585071],"genre_scores_gemma":[0.996402,0.000002067292,0.002751063,0.00006490816,0.0002182058,0.00001269329,0.00001204034,0.000008496136,0.000528509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05233335,"threshold_uncertainty_score":0.4285401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01902678519114536,"score_gpt":0.2828366301309566,"score_spread":0.2638098449398112,"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."}}