{"id":"W4394747396","doi":"10.1007/s00348-024-03803-2","title":"Calorimetric wall-shear-stress microsensors for low-speed aerodynamics","year":2024,"lang":"en","type":"article","venue":"Experiments in Fluids","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Technische Universität Berlin; Université de Montpellier; École de technologie supérieure","keywords":"Laminar flow; Materials science; Airfoil; Turbulence; Aerodynamics; Shear stress; Mechanics; Bubble; Composite material; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001390735,0.0002972138,0.0002691019,0.0004132999,0.00004755692,0.0001428039,0.0002409053,0.0001667808,0.00007002737],"category_scores_gemma":[0.00002094215,0.0003082235,0.0001361815,0.000579847,0.00003448969,0.0001442122,0.00004874395,0.0002140385,0.0001028238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004384021,"about_ca_system_score_gemma":0.00003508029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004059264,"about_ca_topic_score_gemma":0.000007187051,"domain_scores_codex":[0.9984918,0.00001526248,0.0003944984,0.0003836698,0.0002020993,0.0005127226],"domain_scores_gemma":[0.9994618,0.00008539359,0.000009415077,0.000313848,0.00002735376,0.0001021443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009863133,0.0004964118,0.001580265,0.001325228,0.0004766353,0.0002286323,0.005203557,0.228658,0.7182344,0.0131158,0.02272318,0.007859234],"study_design_scores_gemma":[0.0005820824,0.0000467282,0.0002760754,0.0001258081,0.000009706684,0.00000378678,0.00002870045,0.9647143,0.02407353,0.0001301323,0.009632366,0.0003768199],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772671,0.01150776,0.002769413,0.00006115745,0.004392669,0.0006419859,0.0001464381,0.0006105645,0.002602905],"genre_scores_gemma":[0.994886,0.0002602636,0.002283342,0.00005021619,0.0002112044,0.00009093185,0.0001287942,0.0001466898,0.001942512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7360563,"threshold_uncertainty_score":0.999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094036690510927,"score_gpt":0.2557642505164521,"score_spread":0.2448238836113428,"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."}}