{"id":"W2570821787","doi":"10.5604/01.3001.0009.5182","title":"A CRITICAL REVIEW OF MODELS USED IN NUMERICAL SIMULATION OF ELECTROSTATIC PRECIPITATORS","year":2016,"lang":"en","type":"review","venue":"Informatyka Automatyka Pomiary w Gospodarce i Ochronie Środowiska","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Electrostatic precipitator; Coupling (piping); Computer science; Computer simulation; Filter (signal processing); Turbulence; Field (mathematics); Focus (optics); Mechanical engineering; Aerospace engineering; Simulation; Process engineering; Mechanics; Engineering; Physics; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009842262,0.0009775129,0.003564841,0.000789126,0.00005604245,0.00004567206,0.0006916875,0.0005935113,0.0002626235],"category_scores_gemma":[0.0007710191,0.0008435713,0.000761852,0.001301481,0.0002502983,0.001822018,0.00009243643,0.0007673745,0.0001518621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008697429,"about_ca_system_score_gemma":0.001056463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001169189,"about_ca_topic_score_gemma":0.000004136769,"domain_scores_codex":[0.9930297,0.000375606,0.004220885,0.0004700334,0.000938725,0.0009650141],"domain_scores_gemma":[0.9955443,0.002124489,0.0009089866,0.0008885188,0.000295305,0.0002383653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000466911,0.0001733488,0.000005617112,0.3723046,0.0003193981,0.0000150439,0.001232101,0.02239196,0.00001978671,0.002047583,0.001887982,0.5995559],"study_design_scores_gemma":[0.00196833,0.0006703279,0.00004517384,0.4201358,0.001075787,0.0001333448,0.0000736688,0.4278617,0.0001734278,0.001893039,0.1432224,0.002747062],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006586105,0.9575656,0.03753563,0.00003867325,0.0003178039,0.001934721,0.0003752456,0.0004242052,0.001742236],"genre_scores_gemma":[0.01159646,0.9859851,0.001360413,0.00007951276,0.00006476292,0.0002533322,0.0004542488,0.0001816739,0.00002449279],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5968089,"threshold_uncertainty_score":0.9994015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02770819820653299,"score_gpt":0.3221397060176793,"score_spread":0.2944315078111463,"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."}}