{"id":"W3000494785","doi":"10.1007/s00348-019-2853-8","title":"Evaluation of a full-scale helium-filled soap bubble generator","year":2020,"lang":"en","type":"article","venue":"Experiments in Fluids","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Nozzle; Bubble; Shadowgraphy; Particle image velocimetry; Mechanics; Liquid bubble; Soap bubble; Physics; Monte Carlo method; Wind tunnel; Particle tracking velocimetry; Materials science; Optics; Turbulence; Thermodynamics","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":[0.0005215769,0.00014062,0.0002093828,0.00008845322,0.0000263182,0.0000209874,0.0002069454,0.00008597879,0.0003732135],"category_scores_gemma":[0.00004635451,0.0001505733,0.00005113916,0.0003095988,0.00003765953,0.00008704264,0.00007922528,0.0001355241,0.00005159226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002655062,"about_ca_system_score_gemma":0.00009449745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001706504,"about_ca_topic_score_gemma":0.00002466765,"domain_scores_codex":[0.9983821,0.00007631964,0.0003197429,0.0002112908,0.0007544116,0.0002561711],"domain_scores_gemma":[0.9994999,0.00001245401,0.00001659036,0.0002171502,0.0001425608,0.0001113524],"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":[0.00001713255,0.00004630313,0.0002290179,0.00002234928,0.00003370592,0.00000171578,0.001521161,0.03745519,0.958496,0.0002101566,0.0004444937,0.001522799],"study_design_scores_gemma":[0.0009639438,0.00006972819,0.0005206424,0.00001272686,0.000009675337,6.040143e-7,0.0001857691,0.9342559,0.06359026,0.00005198174,0.0001977637,0.0001410353],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881076,0.001949887,0.003811374,0.0000632619,0.0002234466,0.0003421103,0.00001597406,0.0000677651,0.005418536],"genre_scores_gemma":[0.9972851,0.00007928934,0.002314136,0.00003534643,0.00008221834,0.0000936806,0.00002316147,0.0000394039,0.00004763184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8968007,"threshold_uncertainty_score":0.61402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04249921327152796,"score_gpt":0.308418400226897,"score_spread":0.2659191869553691,"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."}}