{"id":"W2036761220","doi":"10.1115/fedsm2012-72103","title":"Optimization of the Inlet Velocity Profile in a Conical Diffuser","year":2012,"lang":"en","type":"article","venue":"","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Polytechnique Montréal","keywords":"Inlet; Draft tube; Diffuser (optics); Conical surface; Turbine; Mechanics; Flow (mathematics); Computational fluid dynamics; Marine engineering; Mechanical engineering; Engineering; Physics; Optics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00008102688,0.00003737106,0.00005347903,0.00002080059,0.000006963713,0.000003127945,0.00005647346,0.00002808981,0.0002970017],"category_scores_gemma":[0.00003260488,0.00002717613,0.00001469918,0.0001320873,0.00001689,0.00008458694,0.00002075096,0.00005497949,0.00001142554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003823458,"about_ca_system_score_gemma":0.000005231421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000490645,"about_ca_topic_score_gemma":0.000007203893,"domain_scores_codex":[0.9996834,0.00001341773,0.0001166664,0.00003042676,0.00006497084,0.00009107478],"domain_scores_gemma":[0.9998273,0.00003121358,0.00001221988,0.00009819603,0.00001235184,0.00001877276],"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":[0.000006529848,0.0001211754,0.08733857,0.00007412349,0.00001877262,9.364e-8,0.002626908,0.890626,0.002174112,0.01330267,0.002698876,0.001012205],"study_design_scores_gemma":[0.0008874044,0.00001182639,0.3515728,0.00002473457,0.00000948317,0.000001632958,0.0002468742,0.6315101,0.01333306,0.0002356604,0.001954143,0.0002122656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644673,0.00005587449,0.01615336,0.0001011988,0.0002890109,0.0002271415,0.000005188844,0.00007727383,0.01862361],"genre_scores_gemma":[0.9949876,0.000002161008,0.004811671,0.00003329005,0.00001794937,0.00001591944,0.000002263034,0.000007743944,0.0001213913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2642342,"threshold_uncertainty_score":0.3251961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01027638047861832,"score_gpt":0.2121132369357306,"score_spread":0.2018368564571123,"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."}}