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The demographic and professional data of the respondents was also provided.
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While one might not think of Facebook as being the go-to site for professional information (especially as many are keen to keep their social and professional profiles separate), with over one billion people on the social network, there's still an enormous amount of professional data to be gleaned from its profiles.
Parts 1, 2, and 3 of the physician self-administered questionnaire completed at baseline concerned demographic data (age and sex), professional data (years of practice and exclusively private or public/private practice) and personal history of LBP (acute, recurrent, chronic), and self-limitation of physical activities for LBP (never, sometimes, often, always), respectively.
Professional data included type of truck driver (national, international, assistant driver, mechanic), work location, length of service etc.
It also acquired a company called Octazen that, from what we've heard, is an elite team of professional data scrapers and contact importers.
Inspired by some of the early work that LinkedIn did on its professional dataset, the startup is applying that methodology to a much larger trove of professional data: Facebook.
As the identified criteria for a system to face the challenges of professional data management in academia could not be fulfilled by the currently available Open Source systems, we initiated the development of a powerful ELN for chemical sciences.
At national level, there is also a huge gap of professional data managers at district and especially at facility level.
Data are imported through various pipelines, mined for content with automated systems and annotated by a team of professional data curators.
Two Meta / key overarching themes emerged from the healthcare professional data: 1) The role of Context in screening and treating youth mental and substance use disorders and 2) Intervention and the associated barriers and enablers with respect to screening and treatment.
If you choose to seek the services of a professional data recovery company, be sure to describe your problems to the best of your abilities to ensure they have the tools and experience for the job.
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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