{"id":"W2061451021","doi":"10.1680/muen.2003.156.1.3","title":"Green municipal engineering for sustainable communities","year":2003,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Municipal Engineer","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Plan (archaeology); Stormwater management; Sustainability; Green infrastructure; Neighbourhood (mathematics); Pedestrian; Environmental planning; Function (biology); Architectural engineering; Business; Environmental resource management; Engineering; Transport engineering; Stormwater; Geography; Environmental science; Ecology","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":[0.001250083,0.0002309147,0.0003728447,0.000221919,0.0003497123,0.00003713694,0.0008774584,0.0001832475,0.00004622413],"category_scores_gemma":[0.0007370027,0.0002047526,0.0002662357,0.0007259604,0.0004561417,0.000702753,0.00006218159,0.0002876022,5.265233e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001489516,"about_ca_system_score_gemma":0.000153912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004097307,"about_ca_topic_score_gemma":0.0009126561,"domain_scores_codex":[0.9983402,0.00001504013,0.0004959194,0.0001576158,0.0004420408,0.0005492052],"domain_scores_gemma":[0.9986548,0.0001474039,0.000194596,0.0002466222,0.0006451886,0.000111412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004283679,0.0001459639,0.004683623,0.0010591,0.0001222198,3.952008e-7,0.02711327,0.04008945,0.0009791508,0.9255356,0.0001915564,0.00003688991],"study_design_scores_gemma":[0.006699019,0.0005395652,0.01304259,0.001873681,0.001065716,0.000008080186,0.1804663,0.07001065,0.04710427,0.01517228,0.6610078,0.003010032],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597927,0.0005909845,0.001318526,0.000193517,0.0004355391,0.0009266079,0.00002122456,0.0001587865,0.03656216],"genre_scores_gemma":[0.9973696,0.00003309532,0.0009415232,0.00001826658,0.00007893208,0.00006776463,0.000004179145,0.0000265563,0.001460112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9103633,"threshold_uncertainty_score":0.8349568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.019678732934464,"score_gpt":0.2534879838676825,"score_spread":0.2338092509332184,"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."}}