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The effect is due to the onboard filter (there is no peak if onboar filter is not applied), I studied this effect for gound ground muon data, the results could be found herein the attached pdf file.
In summary, the calorimeter readout noise at low GemDeltaEVentTime adds energy to the CAL and significantly changes the onboard filter efficiency for low energy events.