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These new initiatives as well as others by the ever-growing international metabolomics community will bring new challenges for metabolomics data handling, data analysis, knowledge curation and dissemination.
To assure data validity, establishing a checking system, such as data audit, would be desirable at the following points: protocol design, supervision of study schedule, definition of data, data collection, choice of tests and procedures, verification, data checking, data recording, data handling, data analysis, and data validation.
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LA handled data analysis and paper preparation.
NE: Conception & design of the study, handled data analysis and interpretation, and wrote the manuscript.
ME handled data analysis and interpretation, funding of research and manuscript writing.
Researchers handling data entry and data analysis were blinded to group allocation.
With the exponential growth of high-fidelity sensor and simulated data, the scientific community is increasingly reliant on ultrascale HPC resources to handle its data analysis requirements.
Moreover, in our laboratory running costs for sample handling and data analysis are slight and lower than those of current biochemical identification methods.
A desirable precondition for the incorporation of NMR spectroscopy into clinical diagnostics is automation of sample handling and data analysis, and reduction of the sample volume to a minimum.
Patients will be unaware of the randomisation status, as is the analyst during the data handling and data analysis; GPs and practice nurses cannot be blinded.
Cloud computing plays an important role handling large-scale data analysis, and several cloud data managements (CDMs) have been developed for processing data.
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