1 Introduction With the advancement of laboratory automation, fully automated hematology analyzer line systems have become key devices in clinical testing. In large medical laboratory centers, the autoverification [1] and Reflex testing [2] mechanisms of these systems play a critical role in ensuring the accuracy of test results. However, overly stringent Reflex criteria can lead to an elevated rate of repeat testing, which increases the workload on testing channels.