False Positives can be mostly mitigated using historical data. If the child is consistently meeting alert criteria at a specific time (ie. Mon-Fri at 1300-1330 for Recess), alert is logged but no notification sent, unless toggled otherwise.
The real challenge is the power consumption. Consistent monitoring burns a lot of power, someone smarter than me should figure it out.