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But that doesn't mean we can't call them out when it's beyond warranted to do so.
In that case it does not seem warranted to do feature selection at all.
For example, it would not be warranted to do a PCST for ruptured cerebral aneurysms, or appendicitis, as it would not be ethical to allocate participants to a placebo given that effective treatments for these conditions exist, and without some intervention, the patient is at unacceptably high risk of an adverse outcome.
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When they need to spy on an individual or group, they should seek – and they will usually get – the legal warrant to do so.
Before 9/11, the prime directive at the NSA was that you don't spy on Americans without a warrant; to do so was against the law – and, in particular, was a criminal violation of Fisa.
This would mean that, unlike an operation to put a bug a particular house, they would not necessarily need a specific warrant to do the same thing by hacking a computer.
Although government investigators had questioned Mr. House about his association with Private Manning in the months before his trip to Mexico, he said no one asked to search his computer or mentioned seeking a warrant to do so.
The FBI can tap phone lines, but needs a warrant to do so.
For example, in a May 2013 interview with CNN, former FBI counterterrorism agent Tim Clemente disclosed that the federal government is keeping track of all digital communications that occur within the United States, whether or not those communicating are American citizens, and whether or not they have a warrant to do so.
Investigation into the biological contribution of these "irreversible" miRNAs is warranted to determine whether they do indeed contribute to lung tumorigenesis.
Higher fidelity is used only where is warranted and also to do a local exploration after global optimization techniques have been used on the surrogates in order to provide plausible initial values.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com