{"id":"W4386917417","doi":"10.1371/journal.pone.0291679","title":"Influence of different treatment conditions on the filtration performance of conventional electret melt blown non-woven and novel nano FFP2 masks","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sciencetech (Canada)","funders":"AiF Projekt","keywords":"Filtration (mathematics); Materials science; Respirator; Composite material; Electret; Sterilization (economics); Particle size; Pulp and paper industry; Chemical 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":[0.00007168709,0.000072877,0.0001669496,0.00008272442,0.00006834095,0.000004021141,0.00002049882,0.00003569783,0.0000975649],"category_scores_gemma":[0.00003980698,0.00004851059,0.00004303603,0.0001261711,0.0000496406,0.00004667266,0.000006528085,0.00005072246,0.0000126578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003145887,"about_ca_system_score_gemma":0.00003175523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001238183,"about_ca_topic_score_gemma":0.000007042261,"domain_scores_codex":[0.9994115,0.00001386082,0.0001894871,0.00009487478,0.0002077769,0.00008256454],"domain_scores_gemma":[0.9995379,0.0001081599,0.0001047241,0.0001087707,0.0001157272,0.00002466593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002404086,0.00173389,0.07990284,0.0001568847,0.0003852024,4.319402e-7,0.0001583593,0.0002289274,0.9143807,0.002618147,0.00005447295,0.0001396996],"study_design_scores_gemma":[0.001229354,0.001149602,0.6432022,0.0002360046,0.0002038896,0.000001771551,0.000011691,0.01386562,0.3399762,0.00007318684,0.00001091874,0.00003956864],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985697,0.000006424784,0.00003456532,0.000571277,0.00001783676,0.0004089836,0.00004843314,0.00001904275,0.0003237521],"genre_scores_gemma":[0.9988021,0.00006518649,0.00001591459,0.00005187838,0.00003693676,0.00007890349,0.0001323913,0.000005711955,0.0008109921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5744045,"threshold_uncertainty_score":0.1978204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0343592063359495,"score_gpt":0.2511126745720215,"score_spread":0.216753468236072,"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."}}