Modern combinatorial chemistry allows drug researchers to explore millions of products when searching for the next big pharmaceutical drug. An analysis can consider literally hundreds of thousands of compounds. Suppose that none of 100,000 compounds in reality produces beneficial results. How many would a compound-by-compound testing procedure with a = 0.05 nonetheless indicate were effective? Would this cause any problems?
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