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The absence of expected data elements is common and the mechanism through which a data element is missing often involves the clinical relevance of that data element in a specific patient.
The checklist does not try to prohibit data transfer of these items; the goal of this section is to make explicit which elements of PHI are being released from the collaborating site to permit a comparison of the existing PHI with the expected data elements based on any supporting documents such as the IRB application and the DUA.
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The experimental data showed 97.24% resemblance with the expected data.
Do they expect data or concepts?
This result was expected as the data elements naturally fall into two main categories consisting of demographic or survey-type elements in which data acquisition is relatively easy resulting in a higher value, and procedure-based elements when the information is acquired as part of a procedure or treatment.
Accuracy of the DHIS was also calculated as a "percentage deviation from expected" for each data element when compared to the reconstructed values obtained from the clinics' registers by the study teams.
Provide consistent training on the measurement system and reporting expectations to funded ROs and COs that includes an overview of the measurement strategy, its purpose and goals and expected uses of the data; definitions of data elements; identification of appropriate data sources and measures; a system for reviewing data quality; and how to use the data for programme improvement.
This highlights the profiles, contexts, data elements and inferences that could be expected to be available for a natural persona of the type under investigation.
Fig. 6 Natural persona template a capture of the template for a natural persona of the participant set, including the profiles, contexts, data elements and inferences that could be expected to be available.
Null models keep some of the data elements fixed while randomizing the rest, creating a pattern that is expected in the absence of any driving mechanism [ 38].
Metadata is defined as data about data or how you identify your data elements.
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