Figure 3
From: Development of a deep learning model that predicts Bi-level positive airway pressure failure
Examples of clinical utility of LSTM-RNN prediction in study patients. (Left) 16-year-old male with Acute Myelocytic Leukemia was admitted for septic shock and ARDS, intubated 17 h after BIPAP initiated. (Right) 3-year-old with hypoxic ischemic encephalopathy, epilepsy, metabolic alkalosis, and malnutrition admitted for respiratory failure, intubated 62 h after BIPAP initiation. In both cases, LSTM-RNN model predicted BIPAP failure at 6-h mark using the threshold of NNA = 1.
