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Lee LYY, Landry SA, Jamriska M, Subedi D, Joosten SA, Barr JJ, Brown R, Kevin K, Schofield R, Monty J, Subbarao K, McGain F. Quantifying the reduction of airborne infectious virus load using a ventilated patient hood. J Hosp Infect 2023; 136:110-117. [PMID: 37105259 PMCID: PMC10125916 DOI: 10.1016/j.jhin.2023.04.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 04/14/2023] [Accepted: 04/14/2023] [Indexed: 04/29/2023]
Abstract
BACKGROUND Healthcare workers treating SARS-CoV-2 patients are at risk of infection by respiratory exposure to patient-emitted, virus-laden aerosols. Source control devices such as ventilated patient isolation hoods have been shown to limit the dissemination of non-infectious airborne particles in laboratory tests, but data on their performance in mitigating the airborne transmission risk of infectious viruses are lacking. AIM We used an infectious airborne virus to quantify the ability of a ventilated hood to reduce infectious virus exposure in indoor environments. METHODS We nebulized 109 plaque forming units (pfu) of bacteriophage PhiX174 virus into a ∼30-m3 room when the hood was active or inactive. The airborne concentration of infectious virus was measured by BioSpot-VIVAS and settle plates using plaque assay quantification on the bacterial host Escherichia coli C. The airborne particle number concentration (PNC) was also monitored continuously using an optical particle sizer. FINDINGS The median airborne viral concentration in the room reached 1.41 × 105 pfu/m3 with the hood inactive. When active, the hood reduced infectious virus concentration in air samples by 374-fold. The deposition of infectious virus on the surface of settle plates was reduced by 87-fold. This was associated with a 109-fold reduction in total airborne particle number escape rate. CONCLUSION A personal ventilation hood significantly reduced airborne particle escape, considerably lowering infectious virus contamination in an indoor environment. Our findings support the further development of source control devices to mitigate nosocomial infection risk among healthcare workers exposed to airborne viruses in clinical settings.
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Affiliation(s)
- L Y Y Lee
- Department of Microbiology and Immunology, University of Melbourne, At the Peter Doherty Institute for Infection and Immunity, Melbourne, VIC, Australia
| | - S A Landry
- Department of Physiology, School of Biomedical Sciences & Biomedical Discovery Institute, Monash University, Melbourne, VIC, Australia
| | - M Jamriska
- Defence Science and Technology Group, Fishermans Bend, VIC, Australia
| | - D Subedi
- School of Biological Sciences, Monash University, Clayton, VIC, Australia
| | - S A Joosten
- School of Biological Sciences, Monash University, Clayton, VIC, Australia; Monash Lung, Sleep, Allergy and Immunology, Monash Health, Clayton, VIC, Australia; School of Clinical Sciences, Monash University, Melbourne, VIC, Australia; Monash Partners, Epworth, Victoria, VIC, Australia
| | - J J Barr
- School of Biological Sciences, Monash University, Clayton, VIC, Australia
| | - R Brown
- Defence Science and Technology Group, Fishermans Bend, VIC, Australia
| | - K Kevin
- School of Mechanical Engineering, University of Melbourne, Melbourne VIC, Australia
| | - R Schofield
- School of Geography, Earth and Atmospheric Sciences, University of Melbourne, Melbourne, VIC, Australia
| | - J Monty
- School of Mechanical Engineering, University of Melbourne, Melbourne VIC, Australia
| | - K Subbarao
- Department of Microbiology and Immunology, University of Melbourne, At the Peter Doherty Institute for Infection and Immunity, Melbourne, VIC, Australia; WHO Collaborating Centre for Reference and Research on Influenza, Victorian Infectious Diseases Reference Laboratory at the Peter Doherty Institute for Infection and Immunity, Melbourne, VIC, Australia
| | - F McGain
- Departments of Anaesthesia and Intensive Care, Western Health, Melbourne, VIC, Australia; Department of Critical Care, University of Melbourne, Melbourne, VIC, Australia; School of Public Health, University of Sydney, Sydney, NSW, Australia.
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Raza S. A COVID-19 Search Engine (CO-SE) with Transformer-based architecture. HEALTHCARE ANALYTICS 2022. [PMID: 37520616 PMCID: PMC9170278 DOI: 10.1016/j.health.2022.100068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
Abstract
Coronavirus disease (COVID-19) is an infectious disease, which is caused by the SARS-CoV-2 virus. Due to the growing literature on COVID-19, it is hard to get precise, up-to-date information about the virus. Practitioners, front-line workers, and researchers require expert-specific methods to stay current on scientific knowledge and research findings. However, there are a lot of research papers being written on the subject, which makes it hard to keep up with the most recent research. This problem motivates us to propose the design of the COVID-19 Search Engine (CO-SE), which is an algorithmic system that finds relevant documents for each query (asked by a user) and answers complex questions by searching a large corpus of publications. The CO-SE has a retriever component trained on the TF–IDF vectorizer that retrieves the relevant documents from the system. It also consists of a reader component that consists of a Transformer-based model, which is used to read the paragraphs and find the answers related to the query from the retrieved documents. The proposed model has outperformed previous models, obtaining an exact match ratio score of 71.45% and a semantic answer similarity score of 78.55%. It also outperforms other benchmark datasets, demonstrating the generalizability of the proposed approach.
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Thomas P, Baldwin C, Beach L, Bissett B, Boden I, Cruz SM, Gosselink R, Granger CL, Hodgson C, Holland AE, Jones AY, Kho ME, van der Lee L, Moses R, Ntoumenopoulos G, Parry SM, Patman S. Physiotherapy management for COVID-19 in the acute hospital setting and beyond: an update to clinical practice recommendations. J Physiother 2022; 68:8-25. [PMID: 34953756 PMCID: PMC8695547 DOI: 10.1016/j.jphys.2021.12.012] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Revised: 11/25/2021] [Accepted: 12/13/2021] [Indexed: 12/15/2022] Open
Abstract
This document provides an update to the recommendations for physiotherapy management for adults with coronavirus disease 2019 (COVID-19) in the acute hospital setting. It includes: physiotherapy workforce planning and preparation; a screening tool for determining requirement for physiotherapy; and recommendations for the use of physiotherapy treatments and personal protective equipment. New advice and recommendations are provided on: workload management; staff health, including vaccination; providing clinical education; personal protective equipment; interventions, including awake proning, mobilisation and rehabilitation in patients with hypoxaemia. Additionally, recommendations for recovery after COVID-19 have been added, including roles that physiotherapy can offer in the management of post-COVID syndrome. The updated guidelines are intended for use by physiotherapists and other relevant stakeholders caring for adult patients with confirmed or suspected COVID-19 in the acute care setting and beyond.
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Affiliation(s)
- Peter Thomas
- Department of Physiotherapy, Royal Brisbane and Women's Hospital, Brisbane, Australia.
| | - Claire Baldwin
- Caring Futures Institute, College of Nursing and Health Sciences, Flinders University, Adelaide, Australia
| | - Lisa Beach
- Department of Physiotherapy, The Royal Melbourne Hospital, Melbourne, Australia
| | - Bernie Bissett
- Discipline of Physiotherapy, University of Canberra, Canberra, Australia; Physiotherapy Department, Canberra Hospital, Canberra, Australia
| | - Ianthe Boden
- Physiotherapy Department, Launceston General Hospital, Launceston, Australia; School of Medicine, University of Tasmania, Launceston, Australia
| | - Sherene Magana Cruz
- Australian and New Zealand Intensive Care Research Centre, Monash University, Melbourne, Australia
| | - Rik Gosselink
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium; Department of Critical Care, University Hospitals Leuven, Leuven, Belgium
| | - Catherine L Granger
- Department of Physiotherapy, The Royal Melbourne Hospital, Melbourne, Australia; Department of Physiotherapy, The University of Melbourne, Melbourne, Australia
| | - Carol Hodgson
- Australian and New Zealand Intensive Care Research Centre, Monash University, Melbourne, Australia; Alfred Health, Melbourne, Australia; Department of Critical Care, School of Medicine, University of Melbourne, Melbourne, Australia; The George Institute for Global Health, Sydney, Australia
| | - Anne E Holland
- Central Clinical School, Monash University, Melbourne, Australia; Departments of Physiotherapy and Respiratory Medicine, Alfred Health, Melbourne, Australia
| | - Alice Ym Jones
- School of Health and Rehabilitation Sciences, The University of Queensland, Brisbane, Australia
| | - Michelle E Kho
- School of Rehabilitation Science, McMaster University, Hamilton, Canada; St Joseph's Healthcare, Hamilton, Canada; The Research Institute of St Joe's, Hamilton, Canada
| | - Lisa van der Lee
- Physiotherapy Department, Fiona Stanley Hospital, Perth, Australia
| | - Rachael Moses
- NHS Leadership Academy, Leadership and Lifelong Learning, People Directorate, NHS England and Improvement, London, UK
| | | | - Selina M Parry
- Department of Physiotherapy, The University of Melbourne, Melbourne, Australia
| | - Shane Patman
- Faculty of Medicine, Nursing and Midwifery, Health Sciences & Physiotherapy, The University of Notre Dame Australia, Perth, Australia
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