While the software contains preloaded data for a modest number of populations, a large gap exists between the existing data and a comprehensive data repository necessary to make full use of SMART Vaccines.
In the next step, tuning of EOS parameters is carried out by minimizing square of errors between EOS existing data and experimental data.
The software identifies disagreements between new and existing data and flags these cases using different levels of priority.
Stallard and Levitt [3] used an expert system with a decision tree that exploits invariant relationships between existing data redundancies within the investigated system.
In addition, there is an emerging recognition that data linkage between existing data sets greatly facilitates investigations into many issues for which it is very difficult and/or expensive to obtain purpose-specific data [ 21, 22].
This would help explain the large conflicts between existing data on tobacco-induced cell death in neutrophils where one type of cell death has usually been studied in isolation.
Miles and Huberman [[ 43]: 50] encourage researchers to 'cycle back and forth between thinking about the existing data and generating strategies for collecting new, often better data.' To aid in the reflexive monitoring of progress and direction, a research journal will be kept in which emerging analytic ideas and hypotheses will be noted, developed, and fed back into the data collection process.
Analysis will include assessment of the means, ranges and rates to identify commonalities and disparities between this existing data collection and the primary data collected through the survey, interviews and focus groups.
Striking the right balance between expanding existing data sets and developing new, more appropriately designed monitoring programs and metrics will be vital if measures of biodiversity change are to robustly support conservation decisions.
Since we have a distinct and exclusive look on the urinary miRNA profile as a diagnostic and potential prognostic/predictive tool, the observed doubtful discrepancies between the existing data for tumor and serum profiles do not compromise the value of our analysis.
Because there was little integration between experimentation, analysis and comparison with existing data, the experimental unprocessed data produced was usually stored without any means to associate it automatically with results of analyses and resulting publications.
