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Menard's prior publication provided only a biased sampling of all occurrences.
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Instead, it aims to acquire a (potentially biased) sample of parameter points distributed all over the viable space.
However, the major limitation in studies of this kind is that the data are drawn from are an inherently biased sample, in that all of the examined prostheses failed early.
This introduced possible response bias, i.e., the respondents were a biased sample of all indirectly affected eligible participants.
Not all of the casual-sex experiences recorded on the site were positive, even among what is surely a heavily biased sample.
Alternatively, shotgun metagenomics allows comprehensive sampling of all genetic material in an environment, without any underlying primer biases.
One strength was the sampling of all eligible participants in the study settings, as this minimized sampling bias.
In case of selection bias, a 10% random sample of all potential references will be validated by a second author for agreement.
My informal straw poll of a statistically significant and not at all biased (ahem) sample of 13 U.S. and UK dwellers on Twitter and Facebook seem to be on the fence.
Recommendations include greater transparency concerning research design and analytic strategy; insistence on replication with larger samples before accepting "discoveries" from small samples; reduced confirmatory bias; and availability of all relevant data.
Judges have the most intractable bias of all: the bias of believing they are without bias".
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com