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The method is based on the IsoCluster technique, which is associated with statistical analyses of criteria, such as the Principal Component Analysis and different data standardisation algorithms (min max and z-score).
Policy makers should attempt to match their data standardisation policies better with the expectations of researchers.
The most widely recognised advantages of industrial data standardisation are cost and time savings.
16 A controlled vocabulary from the National Cancer Institute thesaurus 17 was used to facilitate data standardisation.
Twenty different data standardisation scenarios were identified for analysis (Table 2), after those that might generate contradiction were discounted.
It will also allow research policy organisations to match their data standardisation policies more accurately to the expectations of researchers.
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Concern has been raised about data quality, standardisation methods and aggregation issues.
Across data sets, standardisation of minimal data collection will reduce data heterogeneity and missing data.
Researchers participating in the study received training for data collection standardisation and collected data were analysed centrally.
Additionally, we will extract data on standardisation, accuracy and precision of the assay used in each study.
As for land cover data, such standardisation initiatives go beyond the influence of individual scientists and require internationally coordinated methods and efforts that include data agencies and policy-makers.
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