British journal of anaesthesia
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Artificial intelligence (AI) has the potential to personalise mechanical ventilation strategies for patients with respiratory failure. However, current methodological deficiencies could limit clinical impact. We identified common limitations and propose potential solutions to facilitate translation of AI to mechanical ventilation of patients. ⋯ Development of algorithms should involve prospective and external validation, with greater code and data availability to improve confidence in and translation of this promising approach.
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Artificial intelligence (AI) has the potential to personalise mechanical ventilation strategies for patients with respiratory failure. However, current methodological deficiencies could limit clinical impact. We identified common limitations and propose potential solutions to facilitate translation of AI to mechanical ventilation of patients. ⋯ Development of algorithms should involve prospective and external validation, with greater code and data availability to improve confidence in and translation of this promising approach.
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Review Meta Analysis
Prone positioning for non-intubated spontaneously breathing patients with acute hypoxaemic respiratory failure: a systematic review and meta-analysis.
Prone positioning improves oxygenation & reduces mortality among non-intubated COVID positive patients, but does not appear to reduce the intubation rate.
pearl -
Review Meta Analysis
Prone positioning for non-intubated spontaneously breathing patients with acute hypoxaemic respiratory failure: a systematic review and meta-analysis.
Prone positioning improves oxygenation & reduces mortality among non-intubated COVID positive patients, but does not appear to reduce the intubation rate.
pearl -
Review Meta Analysis
Routine postoperative noninvasive respiratory support and pneumonia after elective surgery: a systematic review and meta-analysis of randomised trials.
Routine postoperative noninvasive respiratory support does not prevent pneumonia in adults undergoing elective surgery.
pearl