{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001720622,0.0001740835,0.0002054039,0.00007929194,0.001068602,0.0002032339,0.00300967,0.00002778675,0.01470389],"category_scores_gemma":[0.0001040561,0.0001594213,0.00002819206,0.0009789419,0.000385014,0.001599268,0.003907599,0.0001789514,0.002190494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002121844,"about_ca_system_score_gemma":0.00008788074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0015127,"about_ca_topic_score_gemma":0.0002462735,"domain_scores_codex":[0.9964218,0.0001714414,0.000341214,0.001136386,0.001429353,0.0004997792],"domain_scores_gemma":[0.9971405,0.00008851277,0.0001425366,0.002393283,0.00001016583,0.0002249861],"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":[0.00003985095,0.0001110428,0.07783157,0.00001078866,0.00001417249,0.00007182924,0.001171667,0.0003761569,0.1542267,0.00009322173,0.7647291,0.001323985],"study_design_scores_gemma":[0.00261489,0.0002515364,0.1045448,0.00007499132,0.00009879524,0.0001402589,0.00460681,0.1098855,0.01702149,0.00006960922,0.7592829,0.001408404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9496837,0.0002076807,0.0003820701,0.0003371553,0.001150356,0.0008766003,0.03690801,0.0002276304,0.01022683],"genre_scores_gemma":[0.9823941,0.000001369173,0.001397623,0.0002026432,0.0000901504,0.00003862216,0.01452849,0.00001294186,0.001334093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1372052,"threshold_uncertainty_score":0.9985864,"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."}}