{"id":"W4310187171","doi":"10.1017/jfm.2022.910","title":"Hydrodynamic cavitation reduction in semidilute turbulent polymer solution flows","year":2022,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Cambridge","keywords":"Cavitation; Supercavitation; Polymer; Materials science; Nozzle; Bubble; Turbulence; Flow (mathematics); Mechanics; Thermodynamics; Composite material; Physics","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":[0.0002840039,0.0002763776,0.000316681,0.0001800244,0.0001435398,0.0003654717,0.0002246009,0.0002520843,0.000362046],"category_scores_gemma":[0.0004649887,0.0001156402,0.0002430384,0.0001290811,0.0003551976,0.0003073757,0.0003571713,0.0004794455,0.00007702166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003941102,"about_ca_system_score_gemma":0.0002054233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005071578,"about_ca_topic_score_gemma":0.0002990268,"domain_scores_codex":[0.9998129,0.00003012309,0.00001209807,0.00003888167,0.00007283059,0.00003312741],"domain_scores_gemma":[0.9997801,0.0000688857,0.00007281771,0.00001257314,0.00003839665,0.00002719959],"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":[0.00003070855,0.00001322928,0.0001131418,0.00002081946,0.000001870822,0.00001693423,0.00001927358,0.0003670197,0.9982791,0.00009361529,0.00001468538,0.001029599],"study_design_scores_gemma":[0.00001269611,0.0001885623,0.0009276976,0.000002132098,0.000004409153,0.00001970007,0.000007126555,0.009919568,0.9886618,0.00003077464,0.0002205052,0.000005075527],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923538,0.0001798346,0.006956909,0.00002862228,0.00001136253,0.00001813235,0.00003080736,0.00007481126,0.0003456138],"genre_scores_gemma":[0.993554,0.0001627093,0.005701817,0.00002278897,0.000008644308,0.00002940033,0.00004971468,0.00001686192,0.0004540478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005071578,"threshold_uncertainty_score":0.002859473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007074340312074958,"score_gpt":0.2026085223045538,"score_spread":0.1955341819924789,"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."}}