"We found that in many cases, there is quite a bit of potential for miscommunication," Miller wrote.

For example, the grinning face with smiling eyes from Apple's iPhone to a Windows phone, Samsung, LG or Nexus, is sent as "mildly negative emoji" but will be received as a "relatively positive one," the study found.

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