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For our global work (see the 2010 Environmental Performance Index EPII) and the forthcoming 2012 EPI) it is true that we were unable to validate all data sources (especially those derived from official UN publications – which are becoming fewer in number); but in our recent work with countries we have sought to achieve a higher standard.
The consultant surgeon principle investigator (PI) at selected sites will identify an independent assessor to validate all data points, with a target of >98% accuracy.
Where possible, attempts were made to validate dates and number of physician visits or duration of hospitalization, but insufficient resources were available to validate all data provided by patients.
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A third person examined the database to validate all the data entries.
In our recent work with countries we have sought to achieve a higher standard, by validating all data sources.
The corresponding authors had full access to and validated all data in the study.
In the Dominican Republic, supervisors established good relationships with health center directors, provided constructive feedback to interviewers, and carefully validated all data on the assessment day to minimize errors.
Favouritism in the retweeting behaviour is most often due to questions of credibility as has been validated in all the data sets studied.
An independent assessor will validate 5% of all data points, with a target of >98% accuracy.
An independent assessor will validate 5% of all data points, with a target of >95% case ascertainment and >98% data accuracy.
During data entry, there are some built-in data validation steps, but despite this it is difficult to validate all of the data entered and we have to accept that there might be some errors.
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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