{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001691359,0.0001955957,0.0002402448,0.00006324124,0.00003965222,0.0001048826,0.0003384105,0.00006213269,0.00001396699],"category_scores_gemma":[0.00003854959,0.000123003,0.00008040165,0.000261167,0.00004632674,0.0001018283,0.0001708261,0.0002182397,0.000001337614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003196058,"about_ca_system_score_gemma":0.00001310746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003415492,"about_ca_topic_score_gemma":2.951074e-7,"domain_scores_codex":[0.9989911,0.000002038778,0.000288319,0.0001863097,0.0002608499,0.0002713252],"domain_scores_gemma":[0.9996873,0.00004572664,0.00002144157,0.000115392,0.00005611098,0.00007404374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002437217,0.00001018236,9.017219e-7,0.0006337299,0.00007407278,4.471695e-7,0.00001718267,0.024095,0.9630649,0.0111168,0.0004273032,0.0005350773],"study_design_scores_gemma":[0.00009332752,0.00001115296,7.12726e-7,0.0004047948,0.00001631609,0.000002534085,0.0000168165,0.2439747,0.7538057,0.0005620398,0.001001599,0.000110318],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978233,0.00008246083,0.00003675108,0.0001675517,0.001084725,0.000149754,0.00001401317,0.0001767711,0.0004646709],"genre_scores_gemma":[0.9989297,0.0001287321,0.0005082216,0.00001276682,0.0002484,0.00002105015,0.000001581777,0.00004412634,0.0001053621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2198797,"threshold_uncertainty_score":0.5015917,"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."}}