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Current automated scoring algorithms require considerable manual data checking and correction, especially when assessing uncultured tumour specimens.
The need for data cleaning is considerably reduced because of in-built cleaning rules, saving time and costs by reducing the need for field verification, and manual data checking and correcting.
Even though the massive amount of data obtained from a single experiment already prohibits the feasibility of manual data checking, we still found it necessary to perform such checks, at least for mass spectrometry based proteomics experiments where the goal of the study is to identify a reference data set as a foundation for future work, such as biomarker discovery.
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Then these data were reviewed at the JEMNet Coordinating Center, and site investigators were queried about missing data and discrepancies identified by manual data checks.
Exclusion criteria were surgical removal of the mass >120 days after the ultrasound examination, pregnancy at scan and data inconsistencies that persisted after final manual data checks.
Automated and manual data validity checks are used to ensure the quality of the integrated data.
Purported research advantages include improved data input accuracy (no manual data entry, immediate checks for incomplete responses, additional 'meta'-data such as duration/date of response can be logged), reduced costs (no manual data entry, no printing or postage costs), reduced response time, increased response rates, and increased ease of administration [ 3- 7].
Once again, you're spared having to do any manual data entry at all. 3. Check in from your phone.
Random samples of all manually processed questionnaires were double checked by the researchers to monitor the quality of the manual data entry.
Random samples of all questionnaires are double checked by study staff members to monitor the quality of this manual data entry process.
In this work, our goal was to create an automated process that would reduce the manual effort of checking the research data sets for PHI.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com