{"id":"W4388764480","doi":"10.1038/s41598-023-47469-y","title":"Mitigation of PWR fuel assembly vibrations using bio-inspired nozzles","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Aerodynamics and Acoustics in Jet Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Framatome; Natural Sciences and Engineering Research Council of Canada","keywords":"Nozzle; Jet (fluid); Mixing (physics); Flow (mathematics); Materials science; Volumetric flow rate; Rod; Mechanics; Mechanical engineering; Engineering; 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":[0.0002858731,0.0003256593,0.0002874723,0.000220062,0.0001277941,0.0003288638,0.0003885675,0.0004631847,0.000537511],"category_scores_gemma":[0.0004802068,0.0001291,0.0002793265,0.0001179032,0.0002274264,0.0004887774,0.0003337656,0.0002235093,0.0001496288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001687144,"about_ca_system_score_gemma":0.0001542832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000142166,"about_ca_topic_score_gemma":0.000211368,"domain_scores_codex":[0.9998012,0.00001822865,0.00001601741,0.00004412622,0.0000914226,0.00002903323],"domain_scores_gemma":[0.9997132,0.00005107759,0.0001217636,0.00002417027,0.00006987886,0.00001983352],"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":[0.00006251956,0.00002337199,0.001050185,0.0002217705,0.000009031283,0.0002235474,0.00005242824,0.003424937,0.9768581,0.0003841365,0.0001354072,0.01755446],"study_design_scores_gemma":[0.00002823439,0.0008141372,0.005165873,0.00004200178,0.00003222885,0.0005149781,0.00009161467,0.03750473,0.9493127,0.0001769007,0.00627932,0.00003723451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8490038,0.004470755,0.1415031,0.0001539988,0.0001993803,0.00007117163,0.00009550321,0.0007694425,0.00373286],"genre_scores_gemma":[0.9591178,0.0008645224,0.03842082,0.0000855164,0.00001854142,0.00004099832,0.0000637312,0.00003266702,0.001355591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000537511,"threshold_uncertainty_score":0.001798153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665444841498278,"score_gpt":0.2432641093386719,"score_spread":0.2266096609236891,"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."}}