{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001257827,0.001073095,0.0006749993,0.001219206,0.0005671343,0.00122669,0.001300482,0.0007476648,0.005233028],"category_scores_gemma":[0.00361992,0.0004977657,0.0007920125,0.001246746,0.0003499692,0.0009428639,0.001159017,0.0007593589,0.0004846033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001836515,"about_ca_system_score_gemma":0.002465445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05273407,"about_ca_topic_score_gemma":0.04876949,"domain_scores_codex":[0.9994937,0.0001757605,0.00003399522,0.00003794814,0.0002032525,0.00005536091],"domain_scores_gemma":[0.9989192,0.0005885849,0.00007256612,0.0001246775,0.0002329642,0.00006205002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003918056,0.00009458029,0.001943006,0.00006648331,0.00005292269,0.00005874836,0.00007593002,0.9662397,0.001352484,0.009013746,0.001474908,0.01958833],"study_design_scores_gemma":[0.00002255396,0.00004112271,0.0003335426,0.00002241785,0.00002262199,0.00001516106,0.00002984776,0.9927028,0.0008339274,0.002023008,0.00393619,0.00001679322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07505519,0.0001252126,0.893393,0.000223369,0.000086034,0.0006104912,0.003090871,0.0081105,0.01930527],"genre_scores_gemma":[0.5139555,0.0003148938,0.4769946,0.00005291557,0.00001959486,0.001334155,0.002626065,0.0005355896,0.004166618],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05273407,"threshold_uncertainty_score":0.1048543,"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."}}