{"id":"W3138206305","doi":"10.1080/02786826.2021.1901846","title":"Performance of nanofibrous media in portable air cleaners","year":2021,"lang":"en","type":"article","venue":"Aerosol Science and Technology","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Waterloo; University of Toronto","funders":"","keywords":"Filtration (mathematics); Aerosol; Materials science; Filter (signal processing); Porosity; Composite material; Air filter; Environmental science; Chemistry; Engineering; Mathematics; Mechanical 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":[],"consensus_categories":[],"category_scores_codex":[0.0001428969,0.00005269536,0.00009473992,0.000142204,0.00004245085,0.000006943388,0.00009839098,0.00005824633,0.000009563211],"category_scores_gemma":[0.00009328758,0.00005363868,0.00000514994,0.001338351,0.00028359,0.0002070414,0.00002475983,0.00007389159,0.000004095739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002768167,"about_ca_system_score_gemma":0.00009582279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003561159,"about_ca_topic_score_gemma":0.00007982893,"domain_scores_codex":[0.9994043,0.000003144448,0.0001408187,0.0001270658,0.0001270114,0.0001976965],"domain_scores_gemma":[0.9997318,0.00001681284,0.00001922512,0.0001173801,0.00008948553,0.00002530174],"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":[0.000002216331,0.00001335349,0.01024035,0.00002645076,0.000002289782,0.000005288995,0.0004755311,0.0005063592,0.9693574,0.002539143,0.0001123478,0.01671932],"study_design_scores_gemma":[0.000204052,0.00005804119,0.005002004,0.00002324996,0.000002247597,0.00003120157,0.0006588671,0.01430855,0.9793104,0.0002378193,0.00006442256,0.00009912593],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976258,0.0001186506,0.00008345683,0.0002607034,0.00008446666,0.00003820959,9.193169e-7,0.00008248799,0.001705355],"genre_scores_gemma":[0.9986613,0.0002125365,0.001054984,0.00003308468,0.000003379482,0.000006264282,0.000002150125,0.000004093017,0.00002223693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0166202,"threshold_uncertainty_score":0.2187322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004812957032617336,"score_gpt":0.1951819285580973,"score_spread":0.19036897152548,"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."}}