“…The present work is part of a project aiming at the development of a screening system that is suitable for monitoring patients during their stay in ICU, requiring the minimum amount of data collection, for reducing invasiveness and costs. In particular, we focused on the creation of a screening system having a single input, the photoplethysmogram (PPG) waveform obtained from pulse oximetry, as similar systems were successfully used in detecting ageing and diabetes [2], [3], [4]. This system could have large impact, as it can be adopted as early warning sign for suggesting to start a specific diagnostic procedure, aiming at reducing the time to diagnosis.…”