{"id":"W3110852850","doi":"10.5539/eer.v10n2p25","title":"Hybrid Solar and Wind Power Generation in Saudi Arabia","year":2020,"lang":"en","type":"article","venue":"Energy and Environment Research","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Saud University","keywords":"Renewable energy; Photovoltaic system; Wind power; Environmental science; Hybrid system; Solar energy; Hybrid power; Energy storage; Electricity generation; Work (physics); Computer science; Automotive engineering; Solar power; Electric power system; Meteorology; Power (physics); Electrical engineering; Engineering; Mechanical engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0006780259,0.0001947436,0.0002443423,0.0001494092,0.000202267,0.0000842139,0.0001508914,0.0001036473,0.0004703234],"category_scores_gemma":[0.0000619823,0.0001848802,0.00003074711,0.0001466719,0.0002080771,0.0001795919,0.0002478929,0.0002574888,0.0000491781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001125494,"about_ca_system_score_gemma":0.00002965499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003217235,"about_ca_topic_score_gemma":0.0004681098,"domain_scores_codex":[0.9975424,0.0004562646,0.000293847,0.0006267039,0.0005503638,0.0005303628],"domain_scores_gemma":[0.9992891,0.00008395694,0.00003698812,0.0002690387,0.00001198434,0.0003089158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004310726,0.0005194471,0.0207638,0.0001422955,0.0002721015,0.001152316,0.003328378,0.4224176,0.3417594,0.07868889,0.02450634,0.1060184],"study_design_scores_gemma":[0.001338837,0.0003774561,0.005267446,0.00002962454,0.000007859988,0.00003531429,0.0002863532,0.02640288,0.05649412,0.0011128,0.908155,0.0004923345],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851733,0.002340407,0.0003853035,0.002438274,0.00006682832,0.000104314,0.000004428935,0.00002951394,0.009457582],"genre_scores_gemma":[0.9942821,0.002411144,0.0001133318,0.0002615104,0.0003123021,0.00003192222,0.00004293778,0.00003735133,0.002507412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8836486,"threshold_uncertainty_score":0.7539197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03714182257738242,"score_gpt":0.2535733105233439,"score_spread":0.2164314879459615,"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."}}