WASHINGTON—Hillary Clinton’s campaign said Wednesday that emails on the private server she used when she was secretary of state contained material that is now classified, the clearest explanation thus far of an issue that has roiled her bid for the presidency.

At the same time, the campaign sought to play down the disclosure by saying the material had been retroactively classified out of an abundance of caution by U.S. intelligence agencies.

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