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In all cases, the user has a large degree of flexibility in terms of dataset specification and parameter tuning.
A comprehensive dataset specification (the ICNARC Case Mix Programme Dataset Specification) [ 9] and individual data collection manuals are made available to all data collectors and software developers.
The CMP uses data collection training, the data collection manual and a precise dataset specification to minimise this variability.
The CMPD has a comprehensive dataset specification for all variables, developed with wide consultation of appropriate parties.
Explicit steps are taken to ensure the accuracy of the data, including use of a dataset specification, of initial and refresher training courses, and of local and central validation of submitted data for incomplete, illogical and inconsistent values.
Data are validated locally according to the ICNARC Case Mix Programme Dataset Specification and undergo extensive central validation for completeness, illogicalities and inconsistencies, with data validation reports returned to the units for correction or confirmation.
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First, all data items must be determined by collecting and analysing the data requirements in detail, such as dataset specifications or database schemas.
Aboriginal and TSI are recognized as distinct ethnic groups and ascertainment of ethnicity was by self-identification in a manner consistent with Australian national minimum dataset specifications [ 23].
We assess the sensitivity of the results across a wide set of alternative datasets, estimation specifications, variable specifications, and estimation methods.
Considering the heterogeneity between different datasets, the subsequent analysis of RNA-Seq data will also be appropriately adjusted following each dataset's specifications.
Analyzing functional connectivity involves 1) preprocessing the data to remove confounding variation and to make it comparable across datasets, 2) specification of brain areas to be used as nodes, 3) identification of edges from the iFC between nodes, and 4) analysis of the graph (i.e. the structure and edges) to identify relationships with inter- or intra- individual variability.
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