{"id":"W4390542930","doi":"10.1002/cjce.25160","title":"Insights into the hydrodynamics in the annular pipe of industrial‐scale top‐blown smelting furnace","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Analysis and Testing Foundation of Kunming University of Science and Technology; Kunming University of Science and Technology","keywords":"Coaxial; Jet (fluid); Mechanics; Computational fluid dynamics; Transverse plane; Azimuth; Vorticity; Physics; Mixing (physics); Cross section (physics); Geometry; Materials science; Vortex; Mechanical engineering; Optics; Structural engineering; Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001234254,0.000221074,0.0003362688,0.0003271755,0.0003837879,0.0004433205,0.0001629662,0.0002767826,0.0008766743],"category_scores_gemma":[0.0002199521,0.0001471607,0.0002460831,0.0002112294,0.0004400126,0.0002986071,0.0002039111,0.0001856926,0.0001253459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005342226,"about_ca_system_score_gemma":0.0004294747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007615464,"about_ca_topic_score_gemma":0.003492092,"domain_scores_codex":[0.9999522,0.000006718237,0.000002390783,0.00001170895,0.00001482239,0.0000122558],"domain_scores_gemma":[0.999927,0.00002467234,0.00001155916,0.000005365998,0.00001844628,0.00001284559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006161513,0.0002765591,0.05189829,0.0001301819,0.00003720124,0.001064814,0.0005064701,0.3475932,0.5774434,0.002002114,0.0005729203,0.01785862],"study_design_scores_gemma":[0.00004420821,0.0002265673,0.07611814,0.00000993306,0.00001604161,0.0001195511,0.0003079927,0.8874578,0.03452976,0.0005632786,0.0005685182,0.00003817049],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951335,0.00004522209,0.003665515,0.0000312179,0.000003704335,0.000006513705,0.00007170547,0.00007368641,0.0009690737],"genre_scores_gemma":[0.9988305,0.00002813877,0.000718571,0.000003158823,0.000001922875,0.000002557286,0.00003733969,0.000006172338,0.0003717327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007615464,"threshold_uncertainty_score":0.01514232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005326980538015523,"score_gpt":0.1804642117382238,"score_spread":0.1751372312002083,"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."}}