The PDM is able to probabilistically extend these naive events by sampling start and end times from the periods of no information. Second, CMS non-detect times often separate concentration enhancements during a controlled release into multiple short naive events that each underestimate the duration of the release. The PDM is able to probabilistically recombine these short naive events, resulting in more accurate duration estimates in the presence of CMS non-detect times.