{"id":"W4402455255","doi":"10.11159/icmie24.001","title":"Modeling the Fluid Physics of Wind Farms","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Physics; Marine engineering; Aerospace engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003713102,0.000652531,0.0007095053,0.0005364014,0.0009779196,0.002047135,0.001044567,0.001980398,0.001607543],"category_scores_gemma":[0.001036194,0.0005492496,0.0005582298,0.0006527578,0.001000754,0.001782044,0.001139365,0.001043672,0.0004462196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006762777,"about_ca_system_score_gemma":0.00141606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01338169,"about_ca_topic_score_gemma":0.006224144,"domain_scores_codex":[0.9997854,0.00005346373,0.00001445504,0.00003812851,0.00006350943,0.0000450896],"domain_scores_gemma":[0.9997886,0.00008293645,0.00003370316,0.00002377425,0.00004451346,0.00002655514],"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":[0.000007949287,0.00001796309,0.0008471711,0.00002265135,0.00001014061,0.00008660778,0.00003406615,0.9852605,0.001363983,0.008893153,0.0005261238,0.002929522],"study_design_scores_gemma":[0.000007519509,0.00001030371,0.0004419784,0.000006961696,0.000002501575,0.00001694195,0.00002531407,0.9923545,0.000138155,0.005364307,0.001624439,0.000007065933],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2834019,0.003455342,0.647612,0.002398543,0.0004984445,0.0003802591,0.001599757,0.001086693,0.05956699],"genre_scores_gemma":[0.9355911,0.003222667,0.04411923,0.0002502628,0.0002083193,0.0003626694,0.0006697021,0.0001898716,0.0153862],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01338169,"threshold_uncertainty_score":0.02660757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00870162945841632,"score_gpt":0.2023581197052003,"score_spread":0.193656490246784,"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."}}