{"id":"W2104838488","doi":"10.7202/037599ar","title":"A tool for evaluating urban sustainability via integrated transportation and land use simulation models","year":2009,"lang":"en","type":"article","venue":"Environnement urbain","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Sustainability; Operability; Plan (archaeology); Nova scotia; Environmental planning; Urban sustainability; Land use; Environmental resource management; Computer science; Environmental economics; Engineering; Environmental science; Civil engineering; Economics; Geography; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001134099,0.0001357817,0.0001593082,0.00004658205,0.0004526956,0.00008514344,0.00008949428,0.00009550318,0.00006391397],"category_scores_gemma":[0.0001787608,0.0001306749,0.00006575714,0.0001365826,0.0001161614,0.0005792557,0.000002560525,0.00008267287,5.389191e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001938609,"about_ca_system_score_gemma":0.00008143834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009177258,"about_ca_topic_score_gemma":0.001451184,"domain_scores_codex":[0.9986134,0.0001288144,0.0003320532,0.0003501517,0.0002883638,0.0002872499],"domain_scores_gemma":[0.9993415,0.0002130972,0.0001021831,0.0001530719,0.0001112364,0.00007893451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004289343,0.0005146092,0.8210315,0.00008154881,0.00003374126,0.000002692028,0.02660924,0.07085863,0.000362767,0.01589292,0.00008665316,0.06409674],"study_design_scores_gemma":[0.00157151,0.0003108885,0.6780013,0.00002379046,0.0001100318,2.242481e-8,0.001124171,0.2536215,0.00003894858,0.06102919,0.003778664,0.0003899405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8840275,0.00009615088,0.1139681,0.0005130364,0.00003380288,0.001195804,0.00002954141,0.00006604225,0.00007003402],"genre_scores_gemma":[0.9972396,0.00000404234,0.001951167,0.000112224,0.00006654512,0.00004364708,0.0001317497,0.000008033856,0.0004429483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1827629,"threshold_uncertainty_score":0.5328768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03747278677703662,"score_gpt":0.3298053476411443,"score_spread":0.2923325608641076,"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."}}