{"id":"W4415327071","doi":"10.1016/j.ijmultiphaseflow.2025.105489","title":"Cavitation onset in transient pressure fields","year":2025,"lang":"en","type":"article","venue":"International Journal of Multiphase Flow","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cavitation; Bubble; Dimensionless quantity; RADIUS; Surface tension; Transient (computer programming); Tension (geology)","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":[0.0001877242,0.0001913151,0.0002611363,0.0006070819,0.0003347432,0.000708499,0.0003760413,0.0004002503,0.003396146],"category_scores_gemma":[0.001255526,0.0001825867,0.0001698797,0.0003133666,0.0009084153,0.001104628,0.0006229726,0.0008978226,0.0004010847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005602625,"about_ca_system_score_gemma":0.0001932823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004363429,"about_ca_topic_score_gemma":0.0002071109,"domain_scores_codex":[0.9998092,0.00001590323,0.000007685789,0.00005465377,0.0000601492,0.0000524215],"domain_scores_gemma":[0.9993913,0.0002878753,0.0001315784,0.0000425602,0.00008605296,0.00006070024],"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":[0.000497221,0.00008801366,0.003057862,0.0003041426,0.00001299083,0.0007919504,0.0005664147,0.008588395,0.9365649,0.02979755,0.001244342,0.01848631],"study_design_scores_gemma":[0.00006629637,0.0004506542,0.0208576,0.00007627589,0.00001526698,0.0008449537,0.0004015721,0.1658798,0.7602847,0.04396337,0.007083703,0.0000758804],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.813078,0.00118214,0.162188,0.0004646226,0.00009094809,0.0001265346,0.0003863639,0.001527207,0.02095607],"genre_scores_gemma":[0.9952153,0.0001115765,0.003409509,0.00004957241,0.00001561398,0.00005187717,0.00009419308,0.00005992607,0.0009923865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003396146,"threshold_uncertainty_score":0.01136124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008140911334954083,"score_gpt":0.2904104998247954,"score_spread":0.2822695884898413,"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."}}