The best way to keep a secret is to not admit that you have one.
Then again, the best-kept secrets are known to no living being.
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The mere fact that science may not yet adequately explain an object, event, or experience does not mean the immediate explanation should automatically default to a conspiratorial, extraterrestrial, paranormal, or supernatural cause.