{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001289364,0.00005456486,0.00007141946,0.0002124292,0.0000140824,0.00002701706,0.00005194353,0.00004942175,0.0002682993],"category_scores_gemma":[0.00002466654,0.0000511493,0.00003094564,0.0003605284,0.00000894745,0.0001361153,0.000008231548,0.00007154689,0.00009381365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004556404,"about_ca_system_score_gemma":0.00001952107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009785915,"about_ca_topic_score_gemma":0.000001048236,"domain_scores_codex":[0.9994471,0.00001658645,0.0001616475,0.00008028972,0.0002080527,0.00008631366],"domain_scores_gemma":[0.9997823,0.00005589878,0.000006007514,0.0000788999,0.00004886557,0.00002801422],"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":[0.00001668927,0.00002196891,0.0006736894,0.001360722,0.0001258227,0.00001267404,0.001114912,0.4863534,0.3426553,0.0006821982,0.01447399,0.1525087],"study_design_scores_gemma":[0.00006935786,0.00002003946,0.0006448252,0.00007701968,0.000004606751,0.000003848043,0.00002803904,0.9846305,0.01186026,0.00008137754,0.002507756,0.00007241481],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9013735,0.001912497,0.08885654,0.00005569395,0.0008602167,0.0001908646,0.00004046833,0.0002995725,0.006410635],"genre_scores_gemma":[0.9974996,0.00005427909,0.001499979,0.000001886988,0.00009469598,0.00001563111,0.00009897812,0.00002000307,0.0007148916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4982771,"threshold_uncertainty_score":0.293769,"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."}}