It means just what it says. Unless the runner makes an attempt to advance further, where ever the runner ends up, that is where the base is for out/safe purposes.
This runner, as you described the play, should have been ruled safe.
In other words, it is not possible for a runner to overslide a dislodged base.
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Tom
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