Abstract: A single- or multiple-user messaging-based logging system automatically incorporates external data and ensures that every communication has complete metadata of relevant metrics, enables easy real-time visualization and reflection on those metrics, and ensures that the structured log entry is recorded by understanding the natural communication (text, voice, images, etc.) among participants without requiring a separate step of logging the action. In embodiments, one or more devices are alerted immediately based on which caregivers are predicted via sensors and automatic and manual configurations are most likely to be able to meaningfully and quickly correct the alertable condition. Embodiments also leverage feedback about the correction of the alertable condition to terminate alerts on other devices or feedback about the non-correction of the alertable condition to re-assign and escalate an alert to other devices and caregivers for them to have a follow-up chance to correct the alertable condition.