{"id":"W2151508411","doi":"10.1007/978-3-642-00298-4_11","title":"Urban Surface Energy Balance Models: Model Characteristics and Methodology for a Comparison Study","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of British Columbia","funders":"","keywords":"Energy balance; Surface (topology); Climate model; Slab; Energy (signal processing); Computer science; Simple (philosophy); Meteorology; Environmental science; Climate change; Geography; Mathematics; Engineering; Geology; Physics; Statistics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003197589,0.0003493624,0.0006220153,0.00003315321,0.00009453428,0.00002919296,0.0001887841,0.0002832029,0.0001753554],"category_scores_gemma":[0.00001379474,0.0003250508,0.00006750131,0.00001723008,0.0001085888,0.0001302021,0.0001242818,0.0001658835,0.00001768574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001316015,"about_ca_system_score_gemma":0.00001605133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001764869,"about_ca_topic_score_gemma":0.0003321439,"domain_scores_codex":[0.9983917,0.00004825509,0.0004304045,0.0006294658,0.0002306499,0.0002695249],"domain_scores_gemma":[0.9991558,0.000179344,0.000195254,0.0003397952,0.00001844968,0.000111333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008926893,0.001319232,0.02197368,0.0001510481,0.0005099037,0.00003251264,0.008227637,0.06709785,0.002935055,0.5487264,0.2104355,0.1376985],"study_design_scores_gemma":[0.0007073475,0.0005689841,0.0005914449,0.00002286795,0.0001750529,0.000005779612,0.00003817916,0.8918936,0.00006778222,0.07567352,0.02959381,0.0006616017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008099564,0.0004100558,0.4764117,0.0001938414,0.0001915198,0.001743005,0.0002146964,0.0001764458,0.5125592],"genre_scores_gemma":[0.2584032,0.0001419942,0.05601303,0.0004396173,0.00008761686,0.00003386747,0.0001384995,0.00007263001,0.6846696],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8247958,"threshold_uncertainty_score":0.9999201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202330158327034,"score_gpt":0.2943771988201686,"score_spread":0.1741441829874652,"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."}}