{"id":"W2320310068","doi":"10.2514/6.2006-3897","title":"A Reaction Force Measurement Study of the Transition of an In-Line Vortex to Slug Flow","year":2006,"lang":"en","type":"article","venue":"36th AIAA Fluid Dynamics Conference and Exhibit","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Vortex; Slug; Slug flow; Mechanics; Flow (mathematics); Line (geometry); Materials science; Physics; Geology; Two-phase flow; Mathematics; Geometry","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":[0.0002732516,0.000273877,0.0003161158,0.0003792609,0.0003105611,0.0003109901,0.0003255001,0.0003408902,0.0007311417],"category_scores_gemma":[0.0007098669,0.0001427067,0.0001453501,0.0001702062,0.0003268942,0.0003925959,0.0002066099,0.0003586631,0.0001194645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002141355,"about_ca_system_score_gemma":0.0001378343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008560275,"about_ca_topic_score_gemma":0.0007235511,"domain_scores_codex":[0.9998424,0.00002639422,0.000005687524,0.0000289502,0.00006308795,0.00003345119],"domain_scores_gemma":[0.9996454,0.000117112,0.00008348827,0.0000256359,0.00008691837,0.00004143199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001110252,0.00006189526,0.001826113,0.00003683247,0.000005124869,0.0001003792,0.0001395973,0.0002914265,0.9910553,0.000148087,0.00004210911,0.006182088],"study_design_scores_gemma":[0.00001562649,0.001037868,0.01485445,0.000005049821,0.00001112856,0.0001592691,0.0001462407,0.01872074,0.9636798,0.00005956965,0.001292381,0.00001795744],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872472,0.0001524284,0.01188375,0.00003570882,0.00001743143,0.00004155868,0.00003937303,0.00005727386,0.0005254043],"genre_scores_gemma":[0.991989,0.0001142278,0.007192477,0.00002188023,0.00001184,0.00001212161,0.00005066302,0.00001119335,0.0005966299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008560275,"threshold_uncertainty_score":0.002445936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168567706235768,"score_gpt":0.1994297725421472,"score_spread":0.1877440954797895,"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."}}