{"id":"W3180289165","doi":"10.1007/s00348-021-03238-z","title":"On flowing soap films as experimental models of 2D Navier–Stokes flows","year":2021,"lang":"en","type":"article","venue":"Experiments in Fluids","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Soap film; Schlieren; Particle image velocimetry; Reynolds number; Wake; Cylinder; Optics; Vortex; Mechanics; Materials science; Flow visualization; Vortex shedding; Kármán vortex street; Flow (mathematics); Velocimetry; Physics; Turbulence; Geometry; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002546034,0.000651697,0.0003993665,0.0004226007,0.0005424207,0.0008755808,0.0005220352,0.0007303506,0.002029859],"category_scores_gemma":[0.0007623992,0.0002299678,0.0004474316,0.0004074754,0.000701428,0.0009687075,0.0004637635,0.000818325,0.0002299378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000471574,"about_ca_system_score_gemma":0.0002724875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003332821,"about_ca_topic_score_gemma":0.001750234,"domain_scores_codex":[0.9997784,0.00004327605,0.00001187886,0.0000544547,0.00006933204,0.00004260106],"domain_scores_gemma":[0.9997312,0.0001532223,0.0000271037,0.000033221,0.00003769778,0.00001756447],"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":[0.0003746845,0.0002390092,0.001189561,0.0002091287,0.00002585084,0.0005368909,0.0005428613,0.1032119,0.8655996,0.0191743,0.0006191588,0.008277094],"study_design_scores_gemma":[0.00007868357,0.0001987599,0.002544091,0.00002315308,0.0000153383,0.00008012504,0.0001081574,0.7919784,0.2005904,0.003165921,0.001176804,0.00004011144],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590606,0.000423774,0.03147642,0.000192218,0.0001040089,0.00008052864,0.0003821147,0.0001556384,0.008124612],"genre_scores_gemma":[0.9849288,0.0005055289,0.01113559,0.0000273462,0.00003877849,0.00005892854,0.0002138975,0.00005187151,0.003039377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003332821,"threshold_uncertainty_score":0.006790578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0148988653018476,"score_gpt":0.2677016377359454,"score_spread":0.2528027724340978,"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."}}