{"id":"W4401089025","doi":"10.5194/wes-2024-89","title":"The Actuator Farm Model for LES of Wind Farm-Induced Atmospheric Gravity Waves and Farm-Farm Interaction","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Turbine; Rotor (electric); RADIUS; Physics; Wind power; Actuator; Mechanics; Wake; Large eddy simulation; Vortex; Aerodynamics; Meteorology; Aerospace engineering; Turbulence; Environmental science; Engineering; Computer science; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003278779,0.0003890314,0.0003872964,0.0000435046,0.0001381203,0.0002044125,0.0002938853,0.0002907241,0.00001263286],"category_scores_gemma":[0.00005725744,0.0002740598,0.0001761768,0.0001125072,0.00005707187,0.00003007494,0.0006059087,0.0007301735,0.000005138868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001988194,"about_ca_system_score_gemma":0.0001670033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003677643,"about_ca_topic_score_gemma":0.001197004,"domain_scores_codex":[0.9983615,0.00002720525,0.0004378119,0.0004289453,0.0003038266,0.000440686],"domain_scores_gemma":[0.9991163,0.0001758197,0.00006424043,0.0003765179,0.0001195305,0.0001475778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002148245,0.00008411428,0.00007141196,0.002328327,0.001273659,0.000006209122,0.001917582,0.2195638,0.02080614,0.00529072,0.0006682276,0.747775],"study_design_scores_gemma":[0.0003346204,0.00005307144,0.0003326055,0.0002087518,0.00005596029,0.000005325445,0.0006416102,0.96851,0.01410179,0.01009478,0.005207808,0.0004536451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562393,0.001443217,0.03183985,0.0002627986,0.001342735,0.0009065261,0.00007886386,0.0003668696,0.007519844],"genre_scores_gemma":[0.9878476,0.0009469278,0.007660195,0.00001717167,0.000142638,0.0001823107,0.00004445047,0.00008385697,0.003074853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7489463,"threshold_uncertainty_score":0.9999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03091973586921061,"score_gpt":0.2769053876462197,"score_spread":0.2459856517770091,"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."}}