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what should a scientist do to maintain credibility
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Many things: not making up data to support their hypotheses or ignoring data that doesn't support their hypotheses, fastidiously citing sources and giving credit to others when appropriate, respecting the decisions and procedures set forth by ethics boards governing research, just to start the list.
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