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Expectedly, the quantity and quality of data extracted may be suboptimal.
In order to assess the effect on quality of data extracted for the same patient records twice (without training), photocopies of the records from the same three sample patient cases were issued to a control group.
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Therefore, the quality of the data extracted is dependent on the completeness and accuracy of what the healthcare providers actually document in the record [ 27].
In a study by Velikova et al. comparing the touch-screen versions and paper versions of the EORTC QLQ-C30 and the HADS, the quality of the data extracted from a touch-screen version was found to be excellent, with no missing or problematic responses, mainly because the patient could not progress through the questionnaire without answering each question.
The quality of the data extracted is high: the medical information is completed by health professionals and data collection is regularly checked.
By analyzing data and intelligently directing acquisition online, metadata generated at runtime may be used to improve the quality of information extracted from a data set.
These have improved the quality of information extracted from the large data sets, reduced the dimensionality to more practical levels and allowed different imaging data sets to be aligned and compared.
Unfortunately RCTs are themselves of very variable quality, and often the data extracted from them for meta-analysis can be secondary and unreliable (4).
However, quantitative evaluation of the model was limited by the poor quality of data, which was extracted by scraping Digg's web pages.
Applying time-to-event regression models helps to improve the quality of the information extracted from data like this.
The quality of our analysis depends on the data extracted from the original publications; we may thus inherit the problems of potential bias and confounding by indication inherent to observational studies.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com