Background The National Heart Failure Audit gathers data on patients coded at discharge (or death) as having heart failure as ...
Machine learning can enhance ARF outcome predictions but faces challenges like data quality, system heterogeneity, and clinician acceptance. High ARF mortality and mechanical ventilation risks ...
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