{"id":"W4407803235","doi":"10.2139/ssrn.5147908","title":"Recent Progress in Research on Electrostatic Precipitation","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Precipitation; Environmental science; Nanotechnology; Materials science; Geography; Meteorology","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004690615,0.0004140162,0.0004320036,0.001197058,0.0001942947,0.0002406502,0.0005397125,0.0004152531,0.00002948429],"category_scores_gemma":[0.0002114218,0.0004349317,0.0001155004,0.0009584659,0.0000697725,0.0001793458,0.00008163703,0.01139857,0.00006301361],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006577893,"about_ca_system_score_gemma":0.004316227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009042902,"about_ca_topic_score_gemma":0.0009879861,"domain_scores_codex":[0.993825,0.0005845649,0.0008245485,0.0004729776,0.0008559694,0.003436988],"domain_scores_gemma":[0.9986403,0.0003023075,0.0001497508,0.0003923918,0.0004070936,0.0001081692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006281406,0.0005382586,0.001289742,0.0005665489,0.0006901819,0.00002071464,0.004869587,0.1092948,0.0003806465,0.1949751,0.00837596,0.6783704],"study_design_scores_gemma":[0.002127218,0.001404861,0.002549551,0.001293752,0.00007293325,0.00006378378,0.002399065,0.04877684,0.001420469,0.933963,0.004804001,0.001124549],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8031198,0.08834766,0.0480905,0.01108835,0.006497369,0.006502765,0.0001400302,0.001392966,0.0348205],"genre_scores_gemma":[0.922788,0.07419115,0.0005059642,0.00009766952,0.0003133414,0.0003921156,0.0002509697,0.00008688441,0.001373912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7389879,"threshold_uncertainty_score":0.9998102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04475301786238468,"score_gpt":0.3586294249256146,"score_spread":0.3138764070632299,"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."}}