{"id":"W4413074036","doi":"10.1109/tgrs.2025.3589881","title":"Developing Component-Based Models for Hemispherical and Complete Urban Surface Temperatures and Analyzing the Relationships","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Geoscience and Remote Sensing","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Natural Science Foundation of China","keywords":"Component (thermodynamics); Computer science; Remote sensing; Surface (topology); Geology; Mathematics; Physics; Geometry; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008065638,0.001291767,0.0008829109,0.001217859,0.0005668203,0.001927678,0.002305193,0.001534328,0.004108013],"category_scores_gemma":[0.002868885,0.001021031,0.001739018,0.001732474,0.0004948779,0.001729203,0.0009449657,0.001650147,0.001832889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001479758,"about_ca_system_score_gemma":0.001551801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0514988,"about_ca_topic_score_gemma":0.0425192,"domain_scores_codex":[0.9996408,0.00008445093,0.00001988892,0.0001122639,0.0000866081,0.00005596417],"domain_scores_gemma":[0.9993365,0.0003118285,0.00007085822,0.0000613933,0.0001907084,0.00002863502],"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":[0.00001995227,0.00001742205,0.001346346,0.0000297547,0.00004298317,0.00004162926,0.00003901893,0.9803357,0.0006224487,0.007030673,0.001018077,0.009455984],"study_design_scores_gemma":[0.000001648744,0.000002024232,0.0002149749,0.000003234007,0.000007951345,0.000006746693,0.000005508108,0.9970137,0.0001207588,0.002010843,0.0006083008,0.00000434804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02931035,0.0004919036,0.9615528,0.0002968807,0.0001228055,0.00007906213,0.001168879,0.001300645,0.005676728],"genre_scores_gemma":[0.7514092,0.001472461,0.2184682,0.000212352,0.0001616261,0.0006511669,0.004721962,0.001267299,0.02163577],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0514988,"threshold_uncertainty_score":0.1023981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03201236608615561,"score_gpt":0.2440931942029068,"score_spread":0.2120808281167512,"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."}}