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Data was manually extracted from the published literature and supplemented with data integrated from other available resources.
Data held in Metrabase was manually extracted from the published literature and supplemented with data integrated from other available resources (Figure 1).
The application of our approach to the high quality, consistent and reconciled data integrated in the GPKB allowed detecting and supplementing many missing new biomolecular annotations, "transferring" them from available ones.
For this reason we applied it on the numerous high quality reconciled data integrated in the GPKB, which can ensure better detection and supplement of missing biomolecular annotations.
By comprehensively leveraging transitive relationships defined by the numerous association data integrated in GPKB, we developed a software procedure that effectively detects and supplement consistent biomolecular annotations not present in the integrated sources.
Furthermore and much more significantly, it can also reliably identify and supplement substantial novel gene annotations, as shown in a non-trivial example in the Results section; this is possible mainly thanks to the data quality checking and integration procedures performed during the GPKB construction and the historical and similarity data integrated in the GPKB [ 13].
Both the raw data and the data integrated are shown.
It includes data on supplements, microsites, audio, video, mobile, events and promotional ads.
Second, a trained observer, fully integrated in the clinical environment, gathers data prospectively, supplementing near-real-time medical record review with debriefs of front-line staff involved in the case.
The data were supplemented with questionnaires.
Whenever possible, objective data should supplement survey data, Dhar said.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com