{"id":"W1987204722","doi":"10.5194/gmd-8-431-2015","title":"A test of an optimal stomatal conductance scheme within the CABLE land surface model","year":2015,"lang":"en","type":"article","venue":"Geoscientific model development","topic":"Plant Water Relations and Carbon Dynamics","field":"Environmental Science","cited_by":253,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Research Council; Natural Sciences and Engineering Research Council of Canada; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Natural Resources Canada; Australian National University; Commonwealth Scientific and Industrial Research Organisation; U.S. Department of Energy; Lawrence Berkeley National Laboratory; Australian Government; Oak Ridge National Laboratory; Biological and Environmental Research; Canadian Foundation for Climate and Atmospheric Sciences; National Computational Infrastructure; Microsoft Research; Eidgenössische Technische Hochschule Zürich; National Science Foundation","keywords":"Stomatal conductance; Transpiration; Environmental science; Evergreen; Atmosphere (unit); Photosynthesis; Conductance; Biosphere model; Vegetation (pathology); Atmospheric sciences; Leaf area index; Biosphere; Agronomy; Mathematics; Meteorology; Botany; Ecology; Biology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0009145309,0.0001472025,0.0001361784,0.00002591346,0.0002043712,0.00006595657,0.0004199804,0.00005466693,0.00004147457],"category_scores_gemma":[0.00002189841,0.0001056861,0.00002258894,0.0002282663,0.0002193169,0.0003173954,0.000250131,0.0001089571,0.00008068224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001460923,"about_ca_system_score_gemma":0.0002055176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001646405,"about_ca_topic_score_gemma":0.0003170397,"domain_scores_codex":[0.9984125,0.00002265415,0.0003109665,0.000382796,0.0005882175,0.0002827964],"domain_scores_gemma":[0.9992838,0.0000140921,0.0001227563,0.0003847712,0.00003369905,0.0001609019],"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":[0.0000102408,0.00008794657,0.004065918,0.000002964614,0.000004292421,0.000001814667,0.002039609,0.9888113,0.004340853,0.00007672019,0.0004676012,0.00009081411],"study_design_scores_gemma":[0.000231465,0.00001289346,0.0004221648,0.000008130596,0.00000522798,0.00001123685,0.00007723381,0.9961842,0.002269108,0.0003240646,0.0002890308,0.0001652903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590921,0.00001585395,0.03840034,0.00004171567,0.0001292587,0.0001948291,0.0001086479,0.00003388765,0.001983321],"genre_scores_gemma":[0.8208349,0.000001033369,0.1711273,0.00002999848,0.00000306908,0.00001204279,0.00008121076,0.00001049005,0.007899964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1382572,"threshold_uncertainty_score":0.4309754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02699451055848311,"score_gpt":0.2177344886674641,"score_spread":0.190739978108981,"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."}}