{"id":"W2156946678","doi":"10.1109/tia.2008.916756","title":"A Single-Species Pulsed Model of Negative Corona Discharge in Air","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Industry Applications","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Corona discharge; Corona ring; Electric field; Corona (planetary geology); Waveform; Voltage; Mechanics; Air gap (plumbing); Symmetry (geometry); Finite element method; Current density; Physics; Plane (geometry); Computational physics; Materials science; Electrical engineering; Engineering; Geometry; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.00004109714,0.000140157,0.0001557344,0.000148938,0.0001233599,0.000004351982,0.0001076559,0.0001942097,0.00008622342],"category_scores_gemma":[0.000003260087,0.0001591768,0.00005173513,0.0004892208,0.00009743412,0.0001885247,4.690263e-7,0.0004852922,0.00002413589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001264316,"about_ca_system_score_gemma":0.0000533235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001023789,"about_ca_topic_score_gemma":0.0000531654,"domain_scores_codex":[0.9991621,0.00001813775,0.0003280761,0.0001605578,0.0001492584,0.0001818707],"domain_scores_gemma":[0.9995318,0.00008518104,0.0000463564,0.0002165468,0.00005627181,0.00006384314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001634214,0.0002647297,0.00003908408,0.00001565908,0.00002100112,2.63076e-7,0.001267507,0.8984783,0.09758949,0.0007759665,0.0001860585,0.001345568],"study_design_scores_gemma":[0.0009987328,0.00009386362,0.001998286,0.00003966333,0.0000276528,0.00001034277,0.0005652056,0.4358527,0.5587611,0.0009876679,0.0002756573,0.0003890525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1518204,0.000007482829,0.8439485,0.0001791966,0.00004749814,0.0004113645,0.0001453854,0.0001480903,0.003292114],"genre_scores_gemma":[0.9966853,0.00003311523,0.001830915,0.0000502275,0.00001721727,0.0006166805,0.00001602008,0.00002396521,0.000726568],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8448649,"threshold_uncertainty_score":0.6491041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03966339139435872,"score_gpt":0.2328770434523964,"score_spread":0.1932136520580377,"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."}}