{"id":"W4386021117","doi":"10.1002/ese3.1547","title":"Optimized configuration with economic evaluation for shrouded vertical axis wind turbines applicable for urban structures","year":2023,"lang":"en","type":"article","venue":"Energy Science & Engineering","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Wind power; Shroud; Marine engineering; Diffuser (optics); Environmental science; Roof; Wake; Computational fluid dynamics; Aerospace engineering; Engineering; Structural engineering; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004984071,0.0001666373,0.0001640123,0.0002625012,0.0001603116,0.0001305945,0.0002190388,0.00005409892,0.00002263089],"category_scores_gemma":[0.00008677256,0.0001478596,0.00003933285,0.0003877324,0.00005915164,0.0003288543,0.00002290096,0.00005161814,0.000005240998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002524929,"about_ca_system_score_gemma":0.0001855724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001576904,"about_ca_topic_score_gemma":0.000006855905,"domain_scores_codex":[0.9986364,0.000004560364,0.0001860047,0.0003039962,0.0003151149,0.0005539064],"domain_scores_gemma":[0.9994571,0.0001019413,0.00001241184,0.0001746076,0.00009925885,0.0001547279],"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":[0.00002710649,0.000002180639,0.000008427541,0.000008027268,0.00001906467,3.235523e-7,0.00005866885,0.9240299,0.03299743,0.04144977,0.0004915763,0.0009074589],"study_design_scores_gemma":[0.0007665412,0.00005346174,0.0007179228,0.00001059297,0.000008787711,0.000001467468,0.00002728932,0.8714159,0.1125575,0.0002316243,0.01400813,0.0002008215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4805925,0.000115796,0.5163344,0.0001028489,0.0007364274,0.0006896379,0.00001767057,0.0007024032,0.000708278],"genre_scores_gemma":[0.9860452,0.000009836494,0.01294541,0.00001036825,0.0002112993,0.0005596477,0.00008227139,0.0000370411,0.00009892038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5054527,"threshold_uncertainty_score":0.6029541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486633828036732,"score_gpt":0.2463643669813147,"score_spread":0.2314980287009474,"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."}}