{"id":"W4407986226","doi":"10.1002/cjce.25654","title":"Simulation study on atomization characteristics of swirl nozzle for dust removal of coke dry quenching","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Shandong Province; National Natural Science Foundation of China","keywords":"Coke; Nozzle; Quenching (fluorescence); Metallurgy; Materials science; Environmental science; Chemistry; Engineering; Physics; Mechanical 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":[0.0002081694,0.00008938494,0.0002211518,0.0001755008,0.00002425709,0.0000128956,0.0001299485,0.00005968626,0.000003609087],"category_scores_gemma":[0.0001450909,0.00007910492,0.00007091551,0.0001407814,0.00001642751,0.00004001045,0.000003189475,0.0001792353,1.196919e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001335939,"about_ca_system_score_gemma":0.0001012615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001090402,"about_ca_topic_score_gemma":0.00007354074,"domain_scores_codex":[0.9993308,0.000005784488,0.0003970549,0.00004627288,0.0000925187,0.0001275212],"domain_scores_gemma":[0.9994984,0.0001737889,0.00003787796,0.00009987253,0.0001240359,0.00006607256],"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":[0.00001909166,0.00001363429,0.0003901235,0.0001229922,0.00007582242,0.000004801613,0.0003371107,0.945421,0.05162148,0.001433214,0.00001146541,0.000549249],"study_design_scores_gemma":[0.0004684925,0.00004803355,0.002694369,0.0002098473,0.00005963129,0.000003032952,0.00001839348,0.982877,0.01334272,0.00006155908,0.000137891,0.00007904098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9353576,0.00007150253,0.06403067,0.00004487628,0.0002528978,0.0001396212,0.00001794132,0.000008280487,0.00007656392],"genre_scores_gemma":[0.9994485,0.000001672765,0.0004567484,0.00001089917,0.0000529226,0.00000224551,0.000003340158,0.0000177098,0.000005992432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06409083,"threshold_uncertainty_score":0.3225805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00814832306306797,"score_gpt":0.2140873864745876,"score_spread":0.2059390634115196,"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."}}