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When extracting data items, it is important to keep an audit trail the data items to enable us to trace where the terms originated from.
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In the probe trails, the data showed that there was obvious reduction of the time spent in the target quadrant in the VaD group compared to the sham group (P < 0.01, Figure 2(b)).
The seller checked the audit trail for the data room and thus was able to prove that members of the buyer's team had viewed the documents.
Once they found enough information, they used traditional investigatory tools and legal processes to create a new discovery trail for the data, thereby obscuring the fact that foreign intelligence surveillance was the true source of the evidence.
In short, web surfers would no longer leave a trail of the data they've generated with powerhouses like Facebook and Google unless they want to grant companies access to it.
A full audit trail of the data has been retained for inspection.
The credibility and trustworthiness of findings were enhanced by using a standardized discussion guide, multiple data sources, peer and member checking, independent coding and maintenance of an audit trail throughout the data collection and analyses phases.
In our trails, the first data size was small enough to avoid data split.
The difficulty of trying to engineer serendipity by analyzing a person's digital trail is that the data exists on many separate services and platforms.
"An insider who knows the password can use it without an audit trail and send the data to anywhere on the Internet," Cross says.
The effectiveness of such studies is also dependent on having a suitable audit trail and capturing the data reproducibly.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com