{"id":"W4309574511","doi":"10.5194/essd-14-5157-2022","title":"Harmonized gap-filled datasets from 20 urban flux tower sites","year":2022,"lang":"en","type":"article","venue":"Earth system science data","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"HORIZON EUROPE European Research Council; National Cancer Institute; British Columbia Knowledge Development Fund; Japan Society for the Promotion of Science; Natural Environment Research Council; Engineering and Physical Sciences Research Council; Earth Sciences Division; Climate Extremes; Uniwersytet Łódzki; U.S. Forest Service; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; National Research Foundation of Korea; U.S. Department of Agriculture; BC Hydro; University of New South Wales; Ministry of Education - Singapore; Korea Meteorological Administration; Canadian Foundation for Climate and Atmospheric Sciences; National Research Foundation; Met Office; Natural Sciences and Engineering Research Council of Canada; National Institute of Ecology; Sight Research UK; National Aeronautics and Space Administration; Environmental Restoration and Conservation Agency; National Computational Infrastructure; Centre National de la Recherche Scientifique; University of Reading; National Science Foundation","keywords":"Environmental science; Terrain; Wind speed; Diurnal cycle; Meteorology; Shortwave radiation; Land cover; Atmospheric sciences; Climatology; Land use; Geography; Radiation; Geology; Cartography; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001273138,0.00065287,0.000708397,0.002497681,0.0005341809,0.0008458477,0.001066791,0.000843144,0.01187239],"category_scores_gemma":[0.002101712,0.0003285345,0.0007662566,0.004014804,0.0002907651,0.0009974693,0.001158958,0.0005789925,0.008021084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007067713,"about_ca_system_score_gemma":0.001042382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02600389,"about_ca_topic_score_gemma":0.03945032,"domain_scores_codex":[0.9992498,0.000109091,0.00007721211,0.0002151076,0.0002404035,0.0001084857],"domain_scores_gemma":[0.9986135,0.000141254,0.0001312917,0.0004103762,0.0005752323,0.0001283299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001261477,0.0006770767,0.1079158,0.002315196,0.0005911033,0.0005131884,0.001355292,0.02566661,0.01072536,0.005583598,0.7221877,0.1212076],"study_design_scores_gemma":[0.0004143403,0.0001159533,0.3778396,0.0003795955,0.0001490278,0.0002087982,0.0009367944,0.01402406,0.006136168,0.001968162,0.5976467,0.0001808127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.05547434,0.000203647,0.006011481,0.0001544735,0.0001640199,0.0001805083,0.9282191,0.002047897,0.007544407],"genre_scores_gemma":[0.04011881,0.00007162595,0.007469836,0.00006154009,0.00003286918,0.0003954878,0.9495715,0.0003583929,0.001920013],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02600389,"threshold_uncertainty_score":0.05170506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04095876340900807,"score_gpt":0.2473800224002758,"score_spread":0.2064212589912677,"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."}}