Clinical decision-making in healthcare is already being influenced by predictions or recommendations made data-driven machines. Numerous machine learning applications have appeared the latest clinical literature, especially for outcome prediction models, with outcomes ranging from mortality and cardiac arrest to acute kidney injury arrhythmia. In this review article, we summarize state-of-the-a...