{"id":"W2084176104","doi":"10.1002/cjce.5450820126","title":"Process Design Aspects of Jet Mixers","year":2004,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Nozzle; Impeller; Jet (fluid); Mechanics; Mixing (physics); Range (aeronautics); Materials science; Work (physics); Computational fluid dynamics; Mechanical engineering; Environmental science; Physics; Engineering; Composite material","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":[0.0001663087,0.0001054243,0.0001672339,0.0001145076,0.00001998318,0.00001789548,0.0002464719,0.00005543572,0.000007184416],"category_scores_gemma":[0.00008557509,0.00008396297,0.00006628313,0.0001681642,0.0000316945,0.00006959939,0.000003793382,0.0002647871,0.000001282343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000206194,"about_ca_system_score_gemma":0.000265387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001905316,"about_ca_topic_score_gemma":0.00008667955,"domain_scores_codex":[0.9993656,0.000002879224,0.0002389032,0.00004211164,0.0001173502,0.0002331869],"domain_scores_gemma":[0.9995307,0.0000302982,0.00003758131,0.00009127641,0.00006421215,0.0002458908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001716983,0.00000166107,0.000006283547,0.00004292906,0.00003555583,0.00002496829,0.0002733855,0.8821005,0.1152617,0.002115439,0.00002521628,0.0001106761],"study_design_scores_gemma":[0.000550374,0.00003907235,0.00005189631,0.0003439762,0.00004396703,0.000291605,0.00002793923,0.1599727,0.8356341,0.002663124,0.0001326853,0.0002485897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627253,0.0008787485,0.0353,0.0001532541,0.0003402003,0.00007086858,0.000003604264,0.00002666647,0.0005013578],"genre_scores_gemma":[0.9981484,0.000003779695,0.001716301,0.00001274213,0.00008881959,9.563213e-7,3.874185e-7,0.00002741545,0.000001185949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7221277,"threshold_uncertainty_score":0.3423911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006186479025331158,"score_gpt":0.168790891757658,"score_spread":0.1626044127323268,"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."}}