{"id":"W4408079197","doi":"10.1115/1.4068038","title":"An Experimental Investigation of the Impact of Anisotropic Slip Length on Turbulent Flow Over Superhydrophobic Surfaces Within an Open Channel","year":2025,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Turbulence; Open-channel flow; Slip (aerodynamics); Mechanics; Channel (broadcasting); Anisotropy; Flow (mathematics); Materials science; Geometry; Geology; Optics; Physics; Engineering; Mathematics; Aerospace engineering; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003503721,0.0001954922,0.0003421811,0.0002523243,0.00004178685,0.00006358227,0.000682989,0.00009030031,0.00003605107],"category_scores_gemma":[0.00003011101,0.0001433902,0.0001321536,0.0003452956,0.00004543895,0.0004145641,0.00007989602,0.0003448876,3.385146e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003004457,"about_ca_system_score_gemma":0.0001187439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008029244,"about_ca_topic_score_gemma":0.000009082342,"domain_scores_codex":[0.9987572,0.00004631615,0.0005354428,0.0001209663,0.0003333453,0.0002067194],"domain_scores_gemma":[0.9993126,0.0000425306,0.00008702527,0.000325188,0.0001133108,0.0001193564],"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":[0.00002105473,0.00003905001,0.0003703109,0.0000319429,0.00005531407,0.000002038413,0.00042929,0.5425146,0.4563302,0.0001212228,0.00005996092,0.00002505692],"study_design_scores_gemma":[0.0004612577,0.0005867113,0.03558211,0.0002187735,0.00001234195,0.00000916776,0.00008970289,0.8911638,0.07171898,0.00004297659,0.000002337803,0.0001118512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978232,0.0002813168,0.001304561,0.00001509779,0.0002969159,0.0001781967,0.0000365656,0.000017356,0.00004675609],"genre_scores_gemma":[0.9985584,0.0000489406,0.001270946,0.00000544141,0.00005094794,0.000003821899,0.00000825176,0.00003593049,0.00001729236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3846112,"threshold_uncertainty_score":0.5847283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385605844239783,"score_gpt":0.280025609429793,"score_spread":0.2661695509873951,"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."}}