{"id":"W4406215548","doi":"10.1063/5.0251821","title":"Turbulent cavitating flows under periodic inflow perturbations","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"China Postdoctoral Science Foundation; Senior Talent Foundation of Jiangsu University; National Natural Science Foundation of China","keywords":"Physics; Turbulence; Inflow; Mechanics; Cavitation; Classical mechanics; Statistical physics","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":[0.00006039932,0.0001269784,0.0001604813,0.00007963194,0.00006480715,0.0000292964,0.0001329604,0.00003788032,0.00003400014],"category_scores_gemma":[0.00002923629,0.0001427825,0.00007723491,0.0003476871,0.00003704548,0.000149249,0.00002863306,0.0001162546,0.00002675647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000099098,"about_ca_system_score_gemma":0.00004071281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009936412,"about_ca_topic_score_gemma":0.000002947017,"domain_scores_codex":[0.9993122,0.00001268537,0.0002486131,0.0001212063,0.0001460815,0.0001592508],"domain_scores_gemma":[0.9994866,0.0001120057,0.00002121421,0.0002447674,0.0001007694,0.00003466853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005609125,0.00009886957,0.0004172226,0.0003641607,0.0002211658,0.00000100318,0.004720898,0.614998,0.2397065,0.1213823,0.004352162,0.01373208],"study_design_scores_gemma":[0.001609862,0.00008411356,0.01205808,0.0003586097,0.0001973806,0.000002501565,0.00158114,0.7871803,0.04395739,0.1403579,0.01165427,0.0009584796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8755752,0.001013182,0.1043286,0.0005880589,0.0007478408,0.0002951391,0.00003598993,0.0003822812,0.0170337],"genre_scores_gemma":[0.9948395,0.00001745225,0.004568849,0.0001333407,0.00008207252,0.00004028384,0.00002701507,0.00002376869,0.0002677504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1957492,"threshold_uncertainty_score":0.58225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116852383567183,"score_gpt":0.2393772490694134,"score_spread":0.2282087252337416,"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."}}