{"id":"W4402761389","doi":"10.3390/engproc2024069152","title":"A Novel Reverse Unidirectional Flushing (R-UDF) Method to Mobilize Iron Oxide Particles from PVC Pipes of a Full-Scale Laboratory System","year":2024,"lang":"en","type":"article","venue":"","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Flushing; Scale (ratio); Materials science; Environmental science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003051493,0.0002523951,0.0001993935,0.0001903681,0.0001902489,0.0001788116,0.0002361239,0.0002944031,0.0004984238],"category_scores_gemma":[0.0002632765,0.0001284781,0.0001859034,0.00006870991,0.0002029581,0.0002796974,0.000189365,0.000304254,0.0001663051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281629,"about_ca_system_score_gemma":0.0001820044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004982922,"about_ca_topic_score_gemma":0.0008259715,"domain_scores_codex":[0.9998542,0.00002144666,0.00001287413,0.00004605883,0.000045713,0.00001957883],"domain_scores_gemma":[0.9998838,0.00002906216,0.00003263075,0.00001904733,0.00002530982,0.00001012192],"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":[0.00001991995,0.00001684588,0.0002191194,0.00004320571,0.000001733446,0.0000199054,0.00001974568,0.00006059887,0.9962865,0.00003107898,0.00001884498,0.003262349],"study_design_scores_gemma":[0.000005292306,0.0002337799,0.00134902,0.000002711199,0.000005886998,0.0001201501,0.00001593844,0.000994247,0.996363,0.00001068085,0.0008921591,0.000007051507],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9530264,0.0005776409,0.04507536,0.00007539618,0.00003209381,0.0001059145,0.00007363194,0.0002484279,0.0007851041],"genre_scores_gemma":[0.9588293,0.0003097554,0.03928987,0.00003513996,0.000008571106,0.00006907847,0.00007241917,0.00002584594,0.001359991],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0004984238,"threshold_uncertainty_score":0.00166738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008798913741772645,"score_gpt":0.2390665947455653,"score_spread":0.2302676810037927,"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."}}