{"id":"W4403491304","doi":"10.1002/cjce.25526","title":"A comprehensive review of cyclone separator technology","year":2024,"lang":"en","type":"review","venue":"The Canadian Journal of Chemical Engineering","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cyclonic separation; Separator (oil production); Cyclone (programming language); Environmental science; Computer science; Engineering; Mechanical engineering; Physics; Embedded system","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001716163,0.0004078577,0.001783684,0.0005286423,0.00001868781,0.00002676771,0.0006380406,0.0003362807,0.00002159196],"category_scores_gemma":[0.00008593834,0.0002832672,0.000611895,0.0009394501,0.00009153907,0.00003908711,0.00003296135,0.001353329,0.00002102195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000393322,"about_ca_system_score_gemma":0.0006465555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003844449,"about_ca_topic_score_gemma":0.00001250763,"domain_scores_codex":[0.9982885,0.00001333079,0.00104558,0.0001195301,0.0001791639,0.0003538936],"domain_scores_gemma":[0.9989492,0.00008273213,0.0001724912,0.0003355304,0.0001418212,0.0003182525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002052317,0.0000113891,4.389771e-7,0.7294526,0.002617477,0.0006728402,0.00009949586,0.003546583,0.0006872563,0.001915458,0.02959674,0.2313977],"study_design_scores_gemma":[0.00004104078,0.00001220005,2.453723e-8,0.09259728,0.0009628098,0.0009106324,0.00000109986,0.001369403,0.00006658045,0.00002786916,0.9037638,0.0002473164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006114863,0.9986067,0.00005327391,0.00005627177,0.0008223706,0.0002075118,0.00006904751,0.00004673061,0.0000769361],"genre_scores_gemma":[0.0002166792,0.9991244,0.0002187073,0.00002155257,0.000282272,0.00001014793,0.00000943745,0.0001081131,0.000008706814],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.874167,"threshold_uncertainty_score":0.999962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288913508417644,"score_gpt":0.2516156248899121,"score_spread":0.2387264898057357,"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."}}