Morendil comments on Follow-up on ESP study: "We don't publish replications" - Less Wrong
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One idea to compensate for such effects: journals dedicated to negative results. Here is one I know of in the computer science field, with links to more.
I got an advertisement for the All Results Journals the other day.
The problem isn't so much about being published but about being published in a journal with a decent impact factor. It's likely that your journal for negative results gets few citations and there has a low impact factor.