Google Scholar introduced a useful feature recently which allows you to limit search results to recent papers (those published in the last few years). You can do this in HubMed too—with more precision—using Lucene's range syntax. Here's an example...
Obviously this only works with relevance-ranked, not date-ranked results.

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