A conclusion is a judgement reached at the end of an investigation using data and/or observations gathered.
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Scientific arguments are based on evidence gathered during an investigation.
Evidence can be used to produce an explanation.
Data often allows more than one possible explanation. Different scientists can have different explanations about the same evidence collected.