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We hypothesise that a standardised description of the conceptual model underlying data collection and the analysis of agro ecosystems would improve transparency and knowledge integration.
87 However, it is not always realistic, and instead 'big' data can more useful if used to create 'wide data' 88 where 'big data' is supplemented with qualitative and 'small' quantitative datasets, providing information on the social and technical processes underlying data collection and processing.
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The documents can be categorized by the organization of the underlying data collections and according to the necessity and capability of data included in documents as whether wholly or partially is to be structured.
Such convergence could yield significant benefits with respect to the underlying data collection, accessibility and conformity.
A primary prerequisite for conducting a comparative study is clearly the standardisation of underlying data collection methods, assumptions, definitions, and data in order to avoid inconsistencies.
JO provided access to the data and collaboration regarding processes underlying data collection.
DD provided details about cause of death reporting and collaboration regarding processes underlying data collection.
A wealth of genetic data accumulated in the past decade regarding depression forms a special opportunity to uncover the biological functions and molecular mechanisms underlying depression through systematic data collection and integration.
Indicator developers, users and the scientific field need to focus more on the underlying (heterogenic) ways of data collection and conditional data infrastructures.
We conclude that where model predictions disagree, an opportunity is presented to evaluate underlying assumptions through sensitivity analyses, additional data collection and where more detailed study is warranted.
In particular, if there are key points in time when data collection practices or underlying data changes occurred, temporal datasets are generated for model derivation purposes based on these key time points.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com