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But when the reporting structure is normalized and enforced, machine readability is automatic and painless.
In this paper, aiming at novel documents, we propose a topic modeling based approach to extractive automatic summarization, so as to achieve a good balance among compression ratio, summarization quality and machine readability.
In short, the solution to the problem of open notebook science data quality is to apply the same level of rigour to the machine readability of the data as would normally be applied to a printable manuscript.
Both molecules and datasheets can be extended as necessary to describe more complex concepts, which are often necessary to ensure machine readability, but their core definitions are highly functional, and generally safe to edit without specific knowledge of higher order markup.
This culture shift requires a recognition of the primacy of machine readability: database maintainers and journals must do their best to ensure that digital content makes sense (e.g. chemical structures can be resolved to a distinct molecular formula, properties have units, etc).
They "didn't innovate on technical design of better machine readability or better parsing strategies," said Chopra.
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We suggest specific guidance for addressing these needs and summarize outstanding community debates regarding interoperability and human- versus machine-readability.
As mentioned in Section 1, for standard QR code format, there are several kinds of extra patterns, such as finder patterns and alignment patterns, placed on the image to enhance the machine-readability.
Recently, researches about QR code beautifier successfully add visual information into a QR code pattern while maintaining the advantage of its machine-readability; yet the standard QR code format limits the output image quality.
For the methods in the first category, the data are still embedded in a standard QR code pattern, but the visual information is added without compromising the machine-readability.
This information is kept separate from the normal log function in Luigi to enable improved machine-readability. Scientific workflows are commonly executed on e-infrastructures, such as High-Performance Computing (HPC) clusters, as well as on users' local computers.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com