{"id":"W2021110023","doi":"10.1016/j.scs.2014.07.003","title":"Development and application of ‘thermal radiative power’ for urban environmental evaluation","year":2014,"lang":"en","type":"article","venue":"Sustainable Cities and Society","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental science; Roof; Albedo (alchemy); Scale (ratio); Radiative transfer; Urban heat island; Civil engineering; Thermal; Urban climate; Urban planning; Urban area; Meteorology; Architectural engineering; Environmental engineering; Geography; Engineering; Cartography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004621946,0.00007044242,0.00008058585,0.000007380007,0.0001968901,0.00001248358,0.00003155785,0.00004528236,0.00004864977],"category_scores_gemma":[0.00001339465,0.00006764282,0.00002504514,0.00003000718,0.0001682604,0.0001323282,0.00004896896,0.00002713043,0.000001106124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001853314,"about_ca_system_score_gemma":0.00001364932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000040988,"about_ca_topic_score_gemma":0.000002449337,"domain_scores_codex":[0.9994102,0.00002324554,0.0001148772,0.0001560664,0.0001444455,0.0001511785],"domain_scores_gemma":[0.9997904,0.00004243851,0.00005720584,0.00006400515,0.000009831145,0.00003614562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001165556,0.0002723761,0.3401317,0.0006893432,0.0001672035,3.357061e-7,0.3024433,0.001927378,0.0311405,0.03874897,0.01170396,0.2726584],"study_design_scores_gemma":[0.002389008,0.0002971177,0.6756023,0.00001198523,0.00007863034,0.00000170285,0.1084232,0.07696016,0.01004585,0.006306683,0.1194253,0.0004580423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917582,0.0001187125,0.006183638,0.00004876012,0.00001021537,0.0005326425,0.000004861287,0.000007711189,0.001335268],"genre_scores_gemma":[0.9959794,0.00001301376,0.003042917,0.00006900867,0.00001570542,0.0001261423,0.00002851664,0.000006548082,0.0007187207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3354706,"threshold_uncertainty_score":0.2758394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004400966304492775,"score_gpt":0.1988428299557171,"score_spread":0.1944418636512244,"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."}}