{"id":"W41236624","doi":"","title":"Systematic Simulation Method to Quantify and Control Pedestrian Comfort and Exposure during Urban Heat Island","year":2010,"lang":"en","type":"dissertation","venue":"","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban heat island; Environmental science; Canyon; Street canyon; Energy consumption; Meteorology; Thermal comfort; Pedestrian; Albedo (alchemy); Civil engineering; Geography; Engineering; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004470288,0.000665015,0.000603869,0.0004646677,0.0003670393,0.0005248006,0.000708072,0.0006017858,0.001885536],"category_scores_gemma":[0.0007981239,0.0003041893,0.0007360269,0.0003408382,0.0003523563,0.0003251865,0.000700413,0.0005018467,0.0002333082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003753799,"about_ca_system_score_gemma":0.001093202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00689599,"about_ca_topic_score_gemma":0.004499529,"domain_scores_codex":[0.9997891,0.0000645902,0.00001219179,0.00003377147,0.00007170063,0.00002865558],"domain_scores_gemma":[0.9996523,0.0001391896,0.00005276248,0.00002564116,0.0001087591,0.00002125708],"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":[0.00002421224,0.00002303269,0.0009481104,0.0000520312,0.00001691013,0.00002682972,0.00002602142,0.9872763,0.002072729,0.002268214,0.000184742,0.007080951],"study_design_scores_gemma":[0.000003500274,0.00001432541,0.00007012416,0.000003093264,0.000003311503,0.000003507147,0.000004113026,0.9991159,0.000270651,0.0002119837,0.0002975382,0.00000188818],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02672116,0.0001379397,0.9673429,0.00006761499,0.00004638052,0.000134947,0.0001306007,0.0005085397,0.004909848],"genre_scores_gemma":[0.7551373,0.0003376076,0.2400018,0.00004867545,0.0000308547,0.0008091613,0.0003556921,0.0000845786,0.003194372],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00689599,"threshold_uncertainty_score":0.01371169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006438156592004295,"score_gpt":0.2601263550319776,"score_spread":0.2536881984399733,"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."}}