{"id":"W7108231504","doi":"10.1002/cjce.70193","title":"Experimental investigation on the separation performance of air‐adjustable underflow hydrocyclone","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Shandong Provincial Postdoctoral Science Foundation; Key Technology Research and Development Program of Shandong; National Natural Science Foundation of China; National Key Research and Development Program of China; Texas Space Grant Consortium","keywords":"Arithmetic underflow; Hydrocyclone; Casing; Filtration (mathematics); Separation process; Tube (container); Yield (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":[0.000469865,0.0003959102,0.0003029098,0.0003003265,0.0002956514,0.0002669493,0.0002717263,0.0003739143,0.0009665549],"category_scores_gemma":[0.0007616872,0.000123737,0.00017799,0.0004035487,0.0003792869,0.0004145605,0.0002168912,0.0006099098,0.0002280185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002655919,"about_ca_system_score_gemma":0.0003536462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001208161,"about_ca_topic_score_gemma":0.001549688,"domain_scores_codex":[0.9995854,0.00004500245,0.0000358392,0.000123036,0.0001429661,0.00006767816],"domain_scores_gemma":[0.9995622,0.0001278647,0.00008535678,0.00005308016,0.0001336153,0.00003797609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002891241,0.00004280476,0.0005112973,0.0001133729,0.000005130106,0.00003911915,0.00006149958,0.0003620796,0.9939394,0.0001137492,0.00008406469,0.004438348],"study_design_scores_gemma":[0.00001382175,0.0003202101,0.001674362,0.000007417843,0.00001211482,0.00002274005,0.00003525596,0.001999908,0.9948657,0.00002308943,0.001011618,0.00001371844],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958683,0.0005278738,0.002668968,0.00003753615,0.00003578501,0.00004082999,0.0002221126,0.00006428336,0.0005343928],"genre_scores_gemma":[0.9933584,0.0006149518,0.004815986,0.00004307212,0.00001830874,0.0000459041,0.0002313101,0.00001778145,0.0008541926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001208161,"threshold_uncertainty_score":0.003233433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007716776222329401,"score_gpt":0.1919657634174999,"score_spread":0.1842489871951705,"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."}}