{"id":"W58551492","doi":"","title":"Using NASA Satellite and Model Analysis for Renewable Energy and Energy Efficiency Applications","year":2009,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Shortwave; Meteorology; Computer science; Environmental science; Remote sensing; Engineering; Geography; Radiative transfer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000158921,0.0001645004,0.0001790272,0.00001639884,0.000261571,0.00004220012,0.0001087374,0.00008376293,0.00000218753],"category_scores_gemma":[0.00001066372,0.0001641369,0.00005514516,0.0002255851,0.0001249323,0.0001244719,0.0000680766,0.00003791478,8.449082e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008347599,"about_ca_system_score_gemma":0.000005352927,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01068962,"about_ca_topic_score_gemma":0.002554792,"domain_scores_codex":[0.9988668,0.0000125566,0.0002430356,0.0004191942,0.0001565098,0.0003019347],"domain_scores_gemma":[0.9994823,0.00005489462,0.0001275299,0.0001861365,0.000004050729,0.0001451181],"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":[0.000006044086,0.00004865129,0.03010635,0.000002674615,0.00001851922,7.987243e-7,0.00006193193,0.9556193,0.003285319,0.0000881575,0.000008068999,0.0107542],"study_design_scores_gemma":[0.000155582,0.00003833404,0.03530689,0.000007067447,0.0001522989,0.000004871623,0.0000591145,0.9597485,0.000191575,0.001845342,0.002256132,0.0002342792],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6416789,0.0003163385,0.3507027,0.00005396283,0.000008441442,0.00006368202,0.000002552852,0.00003157459,0.007141821],"genre_scores_gemma":[0.9105535,0.0003350348,0.08801794,0.0002822393,0.00001768721,0.00001376075,0.000009432964,0.00001203345,0.0007583327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2688746,"threshold_uncertainty_score":0.9958983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125201648828585,"score_gpt":0.2230997556579129,"score_spread":0.2105795907750544,"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."}}