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This was necessary because this rich free text material suggested that issues were being engaged with and views expressed that moved beyond the pre-determined categories of the questionnaire.
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We did not access free-text material from the CPRD records as our analysis was focused on formal coded diagnoses.
Finally, it is likely that a proportion of the diagnostic trends documented are due to changes in GP coding of disease that was previously not recorded or only in the free-text material in their electronic records systems.
Data exchange across the subfields of translational bioinformatics is often difficult because the data come from heterogeneous informatics platforms and are stored in different formats (e.g., numerical values, free text, and graphical and imaging material).
60 61 Although the electronic record seems to offer secure access, unambiguous categories and evidence based decision support, paper can be shifted physically to follow people or processes (for example, placed in a box designated as urgent or positioned strategically next to the coffee), annotated with free text, and used as interim material when the system is down.
These are currently added as free text when users upload their materials, but ultimately will be compiled into a controlled vocabulary reflecting the most frequently used terminology and using available established ontologies when appropriate.
Ourmedia's nearest cousin, the Creative Commons website, already has a free text search facility that finds online material matching certain licence conditions.
Developing the final categories therefore is performed inductively from the material on the free text data by summary, explication and structuring.
Three researchers (NSCH, SL, MB) independently read the free text answers to get a first impression of the material.
The goal of relation extraction is to detect relations between two entities in free text.
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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