{"id":"W4393149329","doi":"10.4209/aaqr.230323","title":"Evaluation of Personal Protective Equipment Using Low-cost Aerosol Monitors","year":2024,"lang":"en","type":"article","venue":"Aerosol and Air Quality Research","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"BC Children's Hospital","keywords":"Aerosol; Personal protective equipment; Environmental science; Computer science; Meteorology; Coronavirus disease 2019 (COVID-19); Medicine; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004579207,0.0001341254,0.0001855517,0.000126834,0.0001396849,0.00007833747,0.00008890444,0.00009992859,0.00004394563],"category_scores_gemma":[0.0001029536,0.0001239344,0.00007855374,0.0004099035,0.0001512837,0.0001684658,0.00007908665,0.000393109,0.00001402384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003130482,"about_ca_system_score_gemma":0.0001711219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003488336,"about_ca_topic_score_gemma":0.0000550101,"domain_scores_codex":[0.9974079,0.0003500472,0.0002851169,0.0002674056,0.001337717,0.0003518476],"domain_scores_gemma":[0.9991931,0.0001541026,0.00001533098,0.0001570399,0.0003782931,0.0001021673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001603989,0.0003245221,0.002144057,0.003693334,0.0007298061,0.00001967661,0.01644915,0.03479493,0.7463578,0.001708131,0.0007695436,0.1928486],"study_design_scores_gemma":[0.0003467711,0.00005961356,0.001111907,0.0002679108,0.00003786596,0.000004262534,0.001037755,0.9677469,0.02871069,0.0004389486,0.00003686901,0.0002004808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946496,0.001883521,0.001830866,0.00006090104,0.0001997084,0.0007729122,0.00005362719,0.00007641378,0.0004724766],"genre_scores_gemma":[0.9995005,0.00008290747,0.0001065999,0.000003833,0.0001260451,0.0001021922,0.000009151154,0.00002613811,0.00004261468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.932952,"threshold_uncertainty_score":0.5053897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1509306836927469,"score_gpt":0.4254750742623635,"score_spread":0.2745443905696165,"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."}}