{"id":"W4403605384","doi":"10.3390/fluids9100244","title":"Optimization of Rotational Hydrodynamic Cavitation Reactor Geometry","year":2024,"lang":"en","type":"article","venue":"Fluids","topic":"Rocket and propulsion systems research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Cavitation; Mechanics; Physics; Materials science; Geometry; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007138117,0.0009625522,0.0007855589,0.0005379956,0.0002998812,0.0008927168,0.0006295702,0.0006812591,0.001734431],"category_scores_gemma":[0.001276723,0.0003853089,0.0004935975,0.000413859,0.0003407948,0.0005811144,0.0004103803,0.0005585731,0.000733417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008263072,"about_ca_system_score_gemma":0.00078125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00101759,"about_ca_topic_score_gemma":0.001406614,"domain_scores_codex":[0.9996019,0.00004933403,0.00003005439,0.0001200515,0.0001273974,0.00007135511],"domain_scores_gemma":[0.9995633,0.0001184757,0.0001134475,0.00004291673,0.0001256595,0.00003614079],"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":[0.0005833484,0.0004218397,0.002830898,0.0009371003,0.0000473269,0.0005288458,0.000132001,0.2044194,0.7459007,0.006210662,0.001907002,0.03608093],"study_design_scores_gemma":[0.0003357923,0.002248025,0.00701934,0.00007371019,0.000192917,0.000385802,0.000196758,0.4246432,0.5444403,0.001103366,0.01921373,0.0001469344],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8296869,0.002797021,0.1424072,0.0006054751,0.0002316311,0.0004550128,0.0009009639,0.001002648,0.02191316],"genre_scores_gemma":[0.9271104,0.0008676767,0.07006954,0.00004045774,0.00001556183,0.0002376906,0.0003761897,0.0001153662,0.001167051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001734431,"threshold_uncertainty_score":0.005995333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225187107486036,"score_gpt":0.2613489838842897,"score_spread":0.2490971128094293,"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."}}