Cargando…

Machine learning predicts the short-term requirement for invasive ventilation among Australian critically ill COVID-19 patients

OBJECTIVE(S): To use machine learning (ML) to predict short-term requirements for invasive ventilation in patients with COVID-19 admitted to Australian intensive care units (ICUs). DESIGN: A machine learning study within a national ICU COVID-19 registry in Australia. PARTICIPANTS: Adult patients who...

Descripción completa

Detalles Bibliográficos
Autores principales:	Karri, Roshan, Chen, Yi-Ping Phoebe, Burrell, Aidan J. C., Penny-Dimri, Jahan C., Broadley, Tessa, Trapani, Tony, Deane, Adam M., Udy, Andrew A., Plummer, Mark P.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Public Library of Science 2022
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9604987/ https://www.ncbi.nlm.nih.gov/pubmed/36288359 http://dx.doi.org/10.1371/journal.pone.0276509

Ejemplares similares

Smoking in critically ill patients with COVID-19: the Australian experience
por: Plummer, Mark P., et al.
Publicado: (2023)

Diabetes mellitus, glycaemic control, and severe COVID-19 in the Australian critical care setting: A nested cohort study
por: Plummer, Mark P., et al.
Publicado: (2023)

Nosocomial infections amongst critically ill COVID-19 patients in Australia
por: Ramanan, Mahesh, et al.
Publicado: (2021)

Rapid Translation of COVID-19 Preprint Data into Critical Care Practice
por: Burrell, Aidan J. C., et al.
Publicado: (2021)

Comparison of Critical Care Occupancy and Outcomes of Critically Ill Patients during the 2020 COVID-19 Winter Surge and 2009 H1N1 Influenza Pandemic in Australia
por: Serpa Neto, Ary, et al.
Publicado: (2021)

Should critically ill patients with COVID-19 be managed in high-volume ICUs?
por: Ramanan, Mahesh, et al.
Publicado: (2023)

Six-month outcomes following venovenous ECMO for severe COVID-19 and viral pneumonitis: 2019-2020 Australian experience
por: Burrell, Aidan J.C., et al.
Publicado: (2023)

Comparison of baseline characteristics, treatment and celinical outcomes of critically ill COVID-19 patients admitted in the first and second waves in Australia
por: Burrell, Aidan J.C., et al.
Publicado: (2023)

ISARIC-4C Mortality Score overestimates risk of death due to COVID-19 in Australian ICU patients: a validation cohort study
por: Durie, Matthew L., et al.
Publicado: (2023)

Modelling risk-adjusted variation in length of stay among Australian and New Zealand ICUs
por: Straney, Lahn D., et al.
Publicado: (2017)

People in intensive care with COVID‐19: demographic and clinical features during the first, second, and third pandemic waves in Australia
por: Begum, Husna, et al.
Publicado: (2022)

The prognostic significance of postoperative hyperbilirubinemia in cardiac surgery: systematic review and meta-analysis
por: Raveendran, Dev, et al.
Publicado: (2022)

Nutrition delivery across hospitalisation in critically ill patients with COVID-19: An observational study of the Australian experience
por: Chapple, Lee-anne S., et al.
Publicado: (2023)

Donor Cardiac Troponin for Prognosis of Adverse Outcomes in Cardiac Transplantation Recipients: a Systematic Review and Meta-analysis
por: Liu, Zhengyang, et al.
Publicado: (2021)

Elevated Cardiac Troponin to Detect Acute Cellular Rejection After Cardiac Transplantation: A Systematic Review and Meta-Analysis
por: Liu, Zhengyang, et al.
Publicado: (2022)

The prognostic value of elevated neutrophil–lymphocyte ratio for cardiac surgery‐associated acute kidney injury: A systematic review and meta‐analysis
por: Wheatley, Joseph, et al.
Publicado: (2022)

Management of critical illness with non-invasive ventilation by an Australian HEMS
por: Coggins, Andrew R, et al.
Publicado: (2016)

Ventilation bundle compliance in two Australian intensive care units: An observational study
por: Madhuvu, Auxillia, et al.
Publicado: (2021)

Reply: COVID-19 Is Not Comparable to H1N1 Influenza
por: Udy, Andrew A., et al.
Publicado: (2022)

Sodium bicarbonate therapy for metabolic acidosis in critically ill patients: a survey of Australian and New Zealand intensive care clinicians
por: Neto, Ary Serpa, et al.
Publicado: (2023)

Machine learning to predict adverse outcomes after cardiac surgery: A systematic review and meta‐analysis
por: Penny‐Dimri, Jahan C., et al.
Publicado: (2022)

“The ICU efficiency plot”: a novel graphical measure of ICU performance in Australia and New Zealand
por: Burrell, Aidan J.C., et al.
Publicado: (2023)

Withholding Stress Ulcer Prophylaxis To Mechanically Ventilated Enterally-Fed Critically Ill Patients Appears Safe: A Randomised Double-Blind Placebo Controlled Pilot Study
por: Selvanderan, SP, et al.
Publicado: (2015)

Qua pote quisque, in ea conterat arte diem: COVID-19 and Australian and New Zealand intensive care
por: Udy, Andrew
Publicado: (2023)

The gut-brain axis in the critically ill: Is glucagon-like peptide-1 protective in neurocritical care?
por: Plummer, Mark P, et al.
Publicado: (2013)

A multicentre point prevalence study of delirium assessment and management in patients admitted to Australian and New Zealand intensive care units
por: Ankravs, Melissa J., et al.
Publicado: (2023)

A survey of extracorporeal membrane oxygenation practice in 23 Australian adult intensive care units
por: Linke, Natalie J., et al.
Publicado: (2023)

Paying attention to cardiac surgical risk: An interpretable machine learning approach using an uncertainty-aware attentive neural network
por: Penny-Dimri, Jahan C., et al.
Publicado: (2023)

Tree-based survival analysis improves mortality prediction in cardiac surgery
por: Penny-Dimri, Jahan C., et al.
Publicado: (2023)

Transduction of ferret airway epithelia using a pre-treatment and lentiviral gene vector
por: Cmielewski, Patricia, et al.
Publicado: (2014)

Global Impact of Coronavirus Disease 2019 Infection Requiring Admission to the ICU: A Systematic Review and Meta-analysis
por: Tan, Elinor, et al.
Publicado: (2021)

Using machine learning to predict health-related quality of life outcomes in patients with low grade glioma, meningioma, and acoustic neuroma
por: Karri, Roshan, et al.
Publicado: (2022)

Exploring Continuum and Categorical Conceptualisations of Mental Health and Mental Illness on Australian Websites: A Systematic Review and Content Analysis
por: Fernandez, Dominic K., et al.
Publicado: (2022)

Estimation of energy requirements for mechanically ventilated, critically ill patients using nutritional status
por: Kan, Mee-Nin, et al.
Publicado: (2003)

ABO in Correlation to the Requirement of Mechanical Ventilation and Mortality in Critically Ill Patients With COVID-19
por: Al-Ansari, Rehab Y., et al.
Publicado: (2021)

Burnout and psychological distress amongst Australian healthcare workers during the COVID-19 pandemic
por: Dobson, Hannah, et al.
Publicado: (2020)

The Association of Oxygenation, Carbon Dioxide Removal, and Mechanical Ventilation Practices on Survival During Venoarterial Extracorporeal Membrane Oxygenation
por: Justus, Angelo, et al.
Publicado: (2021)

Association of Respiratory Parameters at Venovenous Extracorporeal Membrane Oxygenation Liberation With Duration of Mechanical Ventilation and ICU Length of Stay: A Prospective Cohort Study
por: Thiara, Sonny, et al.
Publicado: (2022)

Association of Incident Delirium With Short-term Mortality in Adults With Critical Illness Receiving Mechanical Ventilation
por: Li, Hsiu-Ching, et al.
Publicado: (2022)

COVID-19 related ICU admissions in paediatric and young adult patients in Australia: a national case series 2020–2022
por: Otto, Madeleine, et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_cj4g93pempfh9jb2mimdnpek9d