{"id":"W3046804556","doi":"10.11159/htff20.170","title":"Bubbly Cavitating Flow Through a Converging Nozzle","year":2020,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cavitation; Nozzle; Flow (mathematics); Computer science; Mechanics; Acoustics; Materials science; Mechanical engineering; Engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000102606,0.0002955883,0.0003828596,0.00005406312,0.00006061489,0.0001206086,0.0003589802,0.00008231191,0.00004546434],"category_scores_gemma":[0.0001914027,0.0002645958,0.00008671936,0.0003196762,0.00005077179,0.0002281481,0.0001898994,0.0002704076,0.000005048679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005075384,"about_ca_system_score_gemma":0.000007184503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002539237,"about_ca_topic_score_gemma":2.554019e-7,"domain_scores_codex":[0.9986807,0.000003052697,0.0004261419,0.0003047473,0.0002502265,0.0003351782],"domain_scores_gemma":[0.9994853,0.000083318,0.00009807127,0.0001100398,0.00007922694,0.0001441039],"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":[0.00003799284,0.00001083032,0.000003404464,0.0006086996,0.00004541484,6.903549e-7,0.00009459646,0.003871261,0.9874153,0.006512963,0.001230598,0.0001682738],"study_design_scores_gemma":[0.0004403472,0.00002814563,0.000002165507,0.0002520944,0.00003382396,0.000003725296,0.00008602672,0.07008607,0.9251447,0.0003692592,0.003271478,0.0002821105],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956668,0.0000241052,0.00003679045,0.0007200264,0.001598916,0.0003398015,0.00004701683,0.0005620184,0.001004496],"genre_scores_gemma":[0.9902119,0.00002524386,0.009010549,0.0002434879,0.0003273206,0.00005001127,0.000003774528,0.00008456382,0.00004314963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06621481,"threshold_uncertainty_score":0.9999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008557558887633888,"score_gpt":0.1923745366062129,"score_spread":0.183816977718579,"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."}}