{"id":"W3138157318","doi":"10.1371/journal.pone.0247575","title":"Development, manufacturing, and preliminary validation of a reusable half-face respirator during the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; University of Alberta; Toronto General Hospital; University Health Network","funders":"Hospital for Sick Children; Lakehead University; University of Toronto; McMaster University; University of Saskatchewan","keywords":"Respirator; Computer science; Coronavirus disease 2019 (COVID-19); Personal protective equipment; Materials science; Medicine; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006134777,0.0009901824,0.0005187891,0.0004553137,0.0007506379,0.001099712,0.002116593,0.001594207,0.001194268],"category_scores_gemma":[0.006469412,0.0003998669,0.001057734,0.0002018127,0.0009001915,0.0008898969,0.001477947,0.0006933679,0.0007296716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009380544,"about_ca_system_score_gemma":0.001396918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001655481,"about_ca_topic_score_gemma":0.001656653,"domain_scores_codex":[0.9962973,0.001194289,0.0003306835,0.0005336577,0.001331422,0.0003127035],"domain_scores_gemma":[0.9961592,0.0008875147,0.0005354106,0.0006502051,0.00139849,0.0003690715],"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":[0.001222628,0.00249864,0.02465553,0.00102467,0.0001515343,0.001552459,0.003863614,0.009296172,0.8060124,0.0004876886,0.001404111,0.1478305],"study_design_scores_gemma":[0.0003278957,0.06261242,0.08312782,0.0004548339,0.000340593,0.005041351,0.002324236,0.01647606,0.8099822,0.0003260059,0.01876764,0.0002188775],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723881,0.0005120268,0.02328777,0.000226948,0.00004952736,0.00121261,0.0002108739,0.0002712094,0.001840854],"genre_scores_gemma":[0.8990214,0.0004948387,0.09633942,0.0001661254,0.00002813726,0.0005411012,0.0006191388,0.0001499284,0.002639806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006134777,"threshold_uncertainty_score":0.03244418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07628140812189078,"score_gpt":0.282903009479564,"score_spread":0.2066216013576733,"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."}}