Abstract: Methods for monitoring, and preferably mitigating, patient falls are provided. These methods may include generating a machine-learning library of possible fall scenarios. The methods may also include receiving a fall-alert condition from a sensor. The fall-alert condition may be based on a received fall scenario. The methods may also include generating a fall alert in response to receiving the fall-alert condition, logging the fall scenario and monitoring a response characteristic associated with the fall scenario and fall alert. Preferably the methods may include receiving fall scenario feedback from the monitoring and updating categorization of the logged fall scenario based on the fall-scenario feedback.