{"id":"W4411236495","doi":"10.1002/we.70035","title":"Microcylinder and Slot Combination for Flow Separation Control Over a Wind Turbine Airfoil","year":2025,"lang":"en","type":"article","venue":"Wind Energy","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"Direction Générale de la Recherche Scientifique et du Développement Technologique","keywords":"Airfoil; Turbine; Separation (statistics); Marine engineering; Flow control (data); Aerospace engineering; Flow separation; Flow (mathematics); Geology; Engineering; Environmental science; Computer science; Physics; Mechanics; Telecommunications","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":[0.00005724944,0.0001265388,0.0001389672,0.00009554082,0.00005885556,0.00004390796,0.0000493196,0.0001003541,0.00001182567],"category_scores_gemma":[0.000007879054,0.0001292544,0.00004291291,0.00008513082,0.00001397377,0.00008465985,0.00001101388,0.00005107211,0.000001623263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004469141,"about_ca_system_score_gemma":0.00001346162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003304266,"about_ca_topic_score_gemma":0.00005331419,"domain_scores_codex":[0.9994663,0.000008508612,0.0001547058,0.0001487094,0.00006328244,0.0001585125],"domain_scores_gemma":[0.9997613,0.00004254492,0.00001492311,0.0001083604,0.00003871506,0.00003409389],"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":[0.00007469309,0.0000640798,0.0001966354,0.0001024357,0.0001872539,0.000001795552,0.0001252042,0.9223755,0.01442519,0.03979633,0.007465076,0.01518579],"study_design_scores_gemma":[0.002181599,0.0000315658,0.002604146,0.00002046845,0.00002874497,0.000001119103,0.000003008513,0.9608368,0.0007089893,0.00138933,0.03206576,0.00012846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8055742,0.002185664,0.1797549,0.0008013012,0.001621593,0.0003961014,0.0000908186,0.0002717838,0.00930363],"genre_scores_gemma":[0.9978718,0.0000509891,0.0002840341,0.0004370402,0.00007521989,0.00001755907,0.00009325728,0.00001958408,0.001150505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1922976,"threshold_uncertainty_score":0.5270844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003409235113982239,"score_gpt":0.2045265863932523,"score_spread":0.2011173512792701,"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."}}