{"id":"W3091527119","doi":"10.3390/fluids5040170","title":"The Influence of Inflow Swirl on Cavitating and Mixing Processes in a Venturi Tube","year":2020,"lang":"en","type":"article","venue":"Fluids","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Venturi effect; Mechanics; Cavitation; Pressure drop; Turbulence; Inflow; Mixing (physics); Materials science; Reynolds number; Thermodynamics; Inlet; Physics; Mechanical engineering; Engineering","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":[0.00008276166,0.00007125305,0.00008461872,0.00003174092,0.00003146885,0.00002231529,0.00008537288,0.00002220038,0.000002228082],"category_scores_gemma":[0.0004306926,0.00006112187,0.000009518383,0.0002705062,0.00003048449,0.00009106211,0.00002307932,0.0001013632,0.000006005183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002044116,"about_ca_system_score_gemma":0.00001547167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005543978,"about_ca_topic_score_gemma":0.00001026995,"domain_scores_codex":[0.9995124,0.00001090992,0.0001776932,0.00008643065,0.0001004713,0.0001120883],"domain_scores_gemma":[0.9996165,0.0002240454,0.00001630952,0.00007508392,0.00003370339,0.00003433107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00006124233,0.00003128394,0.01929033,0.002041036,0.00005360907,0.00001469491,0.04436664,0.6660809,0.2520551,0.002052733,0.0005901976,0.01336219],"study_design_scores_gemma":[0.005531435,0.001457927,0.5093887,0.003135392,0.00008665516,0.00001783366,0.008978296,0.2151951,0.2087441,0.007197795,0.0378539,0.002412957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985572,0.0005661954,0.00003613764,0.0001848925,0.00004390704,0.00009472006,0.000004011319,0.00005028722,0.0004626988],"genre_scores_gemma":[0.999477,0.00005050434,0.0003004968,0.000102618,0.00002944522,0.00002003649,0.000001135516,0.00001360125,0.00000519784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4900983,"threshold_uncertainty_score":0.2492478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008907538854976643,"score_gpt":0.2127955514891114,"score_spread":0.2038880126341348,"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."}}