{"id":"W1969327116","doi":"10.1016/j.enbuild.2009.02.005","title":"Heat fluxes through roofs and their relevance to estimates of urban heat storage","year":2009,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":63,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Oak Ridge National Laboratory; Natural Sciences and Engineering Research Council of Canada","keywords":"Roof; Heat flux; Urban heat island; Thermal energy storage; Environmental science; Meteorology; Transient (computer programming); Range (aeronautics); Flux (metallurgy); Moisture; Heat transfer; Civil engineering; Engineering; Mechanics; Geography; Computer science; Materials science; Physics; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005493956,0.0005232627,0.0003546249,0.0009522843,0.0004433562,0.001186756,0.0005085997,0.0006391795,0.001250592],"category_scores_gemma":[0.002241008,0.0004782448,0.00060426,0.001364503,0.00055736,0.001305034,0.0003625088,0.0005177028,0.0002891019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005199072,"about_ca_system_score_gemma":0.0002223419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01654598,"about_ca_topic_score_gemma":0.01460651,"domain_scores_codex":[0.9997986,0.00009098407,0.000008998117,0.00003532807,0.00004060373,0.00002557884],"domain_scores_gemma":[0.9986954,0.0009326978,0.00008004869,0.0001160768,0.0001561648,0.00001966863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000473135,0.00009628441,0.1537804,0.0003433328,0.0003073296,0.0001789605,0.0003666737,0.7469155,0.03164359,0.01302278,0.001396842,0.05147517],"study_design_scores_gemma":[0.00003516156,0.00009435448,0.3121256,0.0001047746,0.0001910916,0.0001114614,0.0006160629,0.6323224,0.0403149,0.01026102,0.003736883,0.00008633569],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8848376,0.002314719,0.09694633,0.0002587093,0.0001608001,0.00004269899,0.00238512,0.0003842624,0.01266988],"genre_scores_gemma":[0.9942111,0.0005337406,0.004377015,0.00000746972,0.00002435843,0.00001411924,0.000259868,0.00004786344,0.00052443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01654598,"threshold_uncertainty_score":0.03289932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005627614722930638,"score_gpt":0.2010202729475642,"score_spread":0.1953926582246336,"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."}}