{"id":"W2089809285","doi":"10.1115/pvp2006-icpvt-11-93799","title":"Random Forces Resulting From Internal Two-Phase Flow on Bends and Tees","year":2006,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Polytechnique Montréal","keywords":"Piping; Dimensionless quantity; Flow (mathematics); Mechanics; Phase (matter); Two-phase flow; Geology; Structural engineering; Materials science; Engineering; Physics; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005900169,0.0004442658,0.0003403745,0.000830471,0.0003726967,0.0004030168,0.0002707622,0.0002937218,0.001869096],"category_scores_gemma":[0.001189031,0.0001960508,0.0001729152,0.0004403059,0.0009390782,0.0004862118,0.000422619,0.0004330645,0.0001725429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002606885,"about_ca_system_score_gemma":0.0001106143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001843973,"about_ca_topic_score_gemma":0.0002298426,"domain_scores_codex":[0.9995734,0.00005337385,0.000009713206,0.00004139638,0.0001942536,0.0001278713],"domain_scores_gemma":[0.9991731,0.0003771519,0.0001922627,0.00005879618,0.00009423152,0.000104422],"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":[0.0005740174,0.0001048283,0.001977456,0.0001147771,0.0000133788,0.0002588871,0.0002852132,0.009574573,0.9632995,0.004316932,0.0002607554,0.01921969],"study_design_scores_gemma":[0.000135329,0.0009988261,0.02527006,0.00004181141,0.00002106544,0.0004417073,0.0003196176,0.09624138,0.8716692,0.002851952,0.001905454,0.0001035435],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718459,0.0001831507,0.02550015,0.00005138071,0.00001917635,0.00003816299,0.00008047868,0.0001327413,0.002148807],"genre_scores_gemma":[0.9952858,0.0001011943,0.003424788,0.00001647948,0.000009396911,0.00002141853,0.0000668715,0.00002126016,0.001052714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001869096,"threshold_uncertainty_score":0.006252706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003831594328882579,"score_gpt":0.2116666808026733,"score_spread":0.2078350864737907,"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."}}