{"id":"W618367262","doi":"10.1371/journal.pone.0128538","title":"More Realistic Face Model Surface Improves Relevance of Pediatric In-Vitro Aerosol Studies","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph's Hospital; McMaster University; St. Joseph’s Healthcare Hamilton; University of Alberta","funders":"","keywords":"Aerosol; Face masks; Computer science; Seal (emblem); Biomedical engineering; Simulation; Materials science; Medicine; Physics; Coronavirus disease 2019 (COVID-19); Meteorology; Pathology","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":[0.0001818193,0.00008941221,0.0003263434,0.00006209769,0.00001902298,0.000003264003,0.00003283206,0.00005153207,0.000001672307],"category_scores_gemma":[0.0007416361,0.00007886828,0.0000341235,0.0001742182,0.00003196916,0.00008036071,0.00002324695,0.0001142785,0.000009532663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007290751,"about_ca_system_score_gemma":0.00007556198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003510817,"about_ca_topic_score_gemma":0.000008677265,"domain_scores_codex":[0.9991603,0.00002011417,0.0002544068,0.0001488118,0.0002812852,0.0001350804],"domain_scores_gemma":[0.9992428,0.00007107615,0.0001150599,0.0001651776,0.0003455161,0.00006038406],"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":[0.002799498,0.0044742,0.06877426,0.00238786,0.0007860723,0.00002099999,0.005552751,0.02029996,0.8926189,0.0001678242,0.001483137,0.0006345584],"study_design_scores_gemma":[0.007157388,0.0007518322,0.01048976,0.0003194594,0.001575844,0.000004264707,0.0009598887,0.7957512,0.1819171,0.000700652,0.00000963524,0.0003629604],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959943,0.001636171,0.001044591,0.0005341361,0.00004827414,0.0003395067,0.00001132019,0.00004250939,0.0003492399],"genre_scores_gemma":[0.9959588,0.0003637536,0.001957329,0.00006656433,0.0001314074,0.00001413101,0.00001166159,0.00001263822,0.001483724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7754512,"threshold_uncertainty_score":0.3216155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025367660911526,"score_gpt":0.3098369494782759,"score_spread":0.2073001833871233,"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."}}