{"id":"W4392711843","doi":"10.1177/09544062241235046","title":"Experimental investigation of two-phase flow development through two-stage orifices","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Body orifice; Pressure drop; Mechanics; Flow coefficient; Stage (stratigraphy); Flow (mathematics); Materials science; Inlet; Volumetric flow rate; Geology; Engineering; Physics; Mechanical engineering","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":[0.001952348,0.0002672813,0.0005091414,0.0003980237,0.00007506993,0.00005346421,0.0008376983,0.00009164509,0.00002240085],"category_scores_gemma":[0.0004242664,0.0002057486,0.000276941,0.001552803,0.0001960438,0.0009956118,0.0001033318,0.0004202833,0.000001573476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002446762,"about_ca_system_score_gemma":0.0002389132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002911756,"about_ca_topic_score_gemma":3.007364e-7,"domain_scores_codex":[0.9968501,0.000007363417,0.001219921,0.0002378413,0.001359376,0.0003254077],"domain_scores_gemma":[0.9988835,0.00006247195,0.0002809459,0.0001398658,0.0004541487,0.0001790718],"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":[0.00001488217,0.00004582609,0.000002449081,0.0002982359,0.00009038472,0.00000133385,0.0002746547,0.2191025,0.7427531,0.03707943,0.00002739987,0.0003097467],"study_design_scores_gemma":[0.0004796807,0.0001009997,0.000002679533,0.0007644687,0.00006215696,0.00001342066,0.00008846354,0.3410352,0.6568704,0.000147249,0.0003015783,0.0001336205],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8512685,0.0009320916,0.1450205,0.00007871638,0.002255904,0.0001995794,0.000009181998,0.0001145228,0.0001210433],"genre_scores_gemma":[0.9676096,0.00003738079,0.03218039,0.000006664267,0.0001269599,0.000006331786,7.760114e-7,0.00002298619,0.000008928008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1219327,"threshold_uncertainty_score":0.8390186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02753466099795075,"score_gpt":0.2663940541578397,"score_spread":0.2388593931598889,"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."}}