“…IBIs, R-R intervals, and changes in movement patterns are the main input features previously used to predict apnoeic events, and are physiological measures routinely monitored in preterm infants admitted to the NICU ( 14 , 15 ). Other potential input features, such as electroencephalography and electromyography, have yet to be explored for their discriminative values as input features in prediction of apnoeic events in preterm infants ( 33 , 34 ). Additionally, no studies have reported the application of clinical information (i.e., caffeine dosage, gestational age, etc.)…”