{"id":"W1981952224","doi":"10.5539/mas.v3n2p49","title":"Gas Hold up in Multiple Impeller Agitated Vessels","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Impeller; Materials science; Turbine; Mechanics; Mechanical engineering; Biomedical engineering; Physics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002294852,0.0001159314,0.0001128448,0.0001607685,0.00007914405,0.00007532907,0.0003041756,0.00003928514,0.000006104761],"category_scores_gemma":[0.00001310136,0.0001178039,0.00001714438,0.0005415471,0.0000789561,0.0001497306,0.00003164668,0.0001349933,0.00004303197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008624217,"about_ca_system_score_gemma":0.00002618429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008912098,"about_ca_topic_score_gemma":0.00001745799,"domain_scores_codex":[0.9989673,0.000002121516,0.0001496854,0.000260412,0.0002106972,0.0004098069],"domain_scores_gemma":[0.9996428,0.00001428867,0.00001226831,0.0002276197,0.00001885673,0.0000841767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002819037,0.00001117961,0.00005188392,0.000003572218,7.733952e-7,0.000002738027,0.0006857695,0.07661133,0.9074237,0.001195154,0.00007441818,0.01393666],"study_design_scores_gemma":[0.0002696557,0.000006301457,0.002876453,0.000008451304,9.030056e-7,0.000001308906,0.00002703129,0.9770423,0.01606294,0.003459031,0.0000923835,0.000153232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9087926,0.00006584672,0.07317795,0.00003921899,0.0002027752,0.0001581819,0.000002018317,0.0001982366,0.01736324],"genre_scores_gemma":[0.9987029,0.00001606501,0.001059798,0.00009631395,0.00001453275,0.000007486213,0.000001806585,0.00001214893,0.00008890185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.900431,"threshold_uncertainty_score":0.4803904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01161354273250978,"score_gpt":0.205063852078726,"score_spread":0.1934503093462162,"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."}}