These are all part of the academic ecosystem and are provided by publishers, not to mention that almost 100% of journals are available electronically – created, digitised, structured, tagged and disseminated by publishers.
The observation that FA selectivity may be generally conserved throughout the sequential steps of TAG assembly may simplify the design of processes designed to yield specifically structured TAG using these lipases.
Machine Intelligence and Deep Learning: With all of this data being created in both structured (tagged) and unstructured format, Machine Intelligence and Deep Learning have come to the rescue.
Finally, XML tags can be organised into schemas to structure the tags.
Jain: Over the last 20 or so years, we've gotten really good at handling proteins and, for instance, purifying proteins, obtaining their structures, tagging them with a fluorescent proteins and visualizing where they are.
We have added structured information — the tags — to the original text.
"The present is that you read electronic information driven by our investment to create electronic journals, to digitise their archive, to structure and tag content and to surface it throughout the internet has made this improvement in efficiency possible".
It is a foundational step of bringing information in, structuring and tagging, combining with their information set, and then using an existing portal and workflow to add these new services.
Much information is potentially available as structured text including tagged text in XML, text in relational and object-oriented databases, and the output from information extraction systems in the form of instantiated templates.
One may note that structured data are tagged, and can easily be stored as well as analyzed, but unstructured data are scattered and difficult to analyze.
