{"id":"W4381619279","doi":"10.11159/ffhmt23.114","title":"Application of Particle Image Velocimetry (PIV) on Newtonian and Two-phase Slurry Flow through the Annulus","year":2023,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Erosion and Abrasive Machining","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Qatar Foundation","keywords":"Particle image velocimetry; Annulus (botany); Non-Newtonian fluid; Velocimetry; Newtonian fluid; Particle tracking velocimetry; Mechanics; Physics; Materials science; Turbulence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003851745,0.0002390232,0.0002936501,0.0003861538,0.0002409845,0.0003680889,0.0002668328,0.0003508593,0.0002972455],"category_scores_gemma":[0.0003988453,0.0001588821,0.000215877,0.0002876354,0.0002780683,0.0003188946,0.0003363996,0.000322427,0.00009370469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002584755,"about_ca_system_score_gemma":0.0004198942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001258936,"about_ca_topic_score_gemma":0.001114068,"domain_scores_codex":[0.9998171,0.00002615187,0.00001149375,0.00004692899,0.0000678172,0.0000306708],"domain_scores_gemma":[0.9998536,0.00005577784,0.00002546254,0.00001608367,0.00003733671,0.0000116844],"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":[0.0001199774,0.00004573595,0.002577821,0.0001253109,0.000006259329,0.0001064905,0.000128852,0.001804209,0.9602813,0.0005881599,0.00008987002,0.03412608],"study_design_scores_gemma":[0.0000179308,0.0004850298,0.01058937,0.00001543749,0.00002269471,0.0002157874,0.0001175212,0.0567044,0.9294828,0.000294237,0.002028084,0.00002670428],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8159926,0.00128636,0.1794273,0.00008331799,0.00006449358,0.0001069021,0.0001776576,0.0003385057,0.002522836],"genre_scores_gemma":[0.911828,0.0007019436,0.08658122,0.00002135785,0.00001314761,0.00006470762,0.0001229083,0.00001619585,0.000650482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001258936,"threshold_uncertainty_score":0.002503157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0213070920694768,"score_gpt":0.2814390411600409,"score_spread":0.2601319490905641,"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."}}