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Because the typical collections of WMS samples are huge in size, we cannot assume that even the plain input fits into the main memory of any single machine.
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The tool is capable of recognising sections of reported experimental data within plain text input using regular expressions to match the highly-stylised and journal-mandated formats in which they are reported in the literature (as shown in Figure 1).
It can process large blocks of plain text input or retrieve article abstracts for processing by PubMed ID (PMID).
This also confirms that the plain, filtered input has a much stronger influence on the learning amplitude than the derivative.
From MGI's perspective, one of the biggest limitations of this (and other text mining systems that require plain text input) was that it required error-prone conversion of PDFs to TXT.
They even offer their own API which takes plain text as input (say, a blog post), and spits out correctly disambiguated CrunchBase entities.
This is an Internet search engine that allows scientists such as biologists to input plain three letter sequence codes and subsequently search the corresponding chemical structures on the Internet including substructure searches and structure similarity searches.
We demonstrate how to input the plain three letter sequence codes in the Proteax editor and the easy and powerful interpretation of the results performing substructure and structure similarity searches for peptides in PubChem and ChEBI.
Inputs are plain fields while outputs are implemented as methods.
Most wetlands of the Mississippi deltaic plain are isolated from riverine input due to flood control levees along the Mississippi River.
An order of magnitude increase in siliciclastic input to the basin plain is represented by up to 270 m of siltstone with thin sandstone turbidites (Vischkuil Formation).
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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