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The dispatcher decides what data are required at any point in time and instructs a number of "workers" to request that data from Twitter.
Researchers, both internal and external to IIHS, can apply to conduct research using computerised HC data by completing a brief statement of research intent and clearly outlining exactly what data are required.
This is a concise, well-written review on synapse to nucleus signaling that does an exemplary job not only of reviewing what experiments have been done in this field but also laying out what data are required to more fully address each of the models proposed.
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Also, not having a clear research objective or problem, researchers will not be able to define what data is required to be collected and are tempted to undertake 'streetlight' research (see above).
In contrast to recording the different edits to a file, the data lineage records what other data are required to generate a certain file and the connections between different transformation states during data processing.
Specifically, we asked what environmental chemicals could be associated with gene expression data of disease states such as cancer, and what analytic methods and data are required to query for such correlations.
Further data are required to assess what protective effect is afforded by <3 doses of vaccine since only 3.8% of women in our cohort were partially vaccinated.
Here we focus on what we call smart-data; a method which supports data engineering and knowledge engineering approaches that put greater emphasis on applying causal knowledge and real-world 'facts' to the process of model development, driven by what data are really required for prediction, rather than by what data are available.
As a result of the analyses reported in this work it was possible to determine what pieces of spectral data were required to perform a computer-assisted structure elucidation and what data could be ignored without loss of fidelity in the results.
Linked data users need to consider what information is required to properly assess linkage bias.
Experimental data is required to assess what time during development would benefit the cognitive deficit most and whether certain periods during development should even be avoided.
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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