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Through the results, it can be noted that the use of post-discretized data can provide an overall identification rate with the Average Accuracy of above 90.0%.
When analyzing PNA-FISH probe performance for both bacteria and yeast combined in both sample types, we demonstrated an overall identification accuracy of 98.9% (96/97).
In 2079 out of 2328 patients a SLN was found, resulting in an overall identification rate of 89.3% (not stratified according to learning period).
For instance, during the external validation, using strains unknown to the ANN, an overall identification correctness of 98.5% at species level was achieved.
An overall identification rate of 100% at species level for 173 strains unknown to the ANN and the library was achieved by combining ANN and the spectral database, thus demonstrating the suitability of our FTIR identification system for routine diagnosis.
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Through adopting those techniques, NED achieves not only a high rate of overall identification, but also a low rate of false negative identification, i.e. a low rate of judging cancer cells to be normal ones, which is important in saving lives due to reducing missing diagnoses of cancer patients.
The coupled HILIC system contributed a further 985 distinct peptides and allowed the overall identification of an additional 11 proteins (see Electronic Supplementary Material Figure S 1).
A schematic diagram of the overall identification process is presented in Figure 1.
Additional file 1: Attached Appendix contains overall identification rates as a function of lineup size and model parameters from the theory space exploration.
To improve the overall identification performance, we have derived an online parameter learning algorithm based on an ordered derivatives and momentum terms.
Studies considered eligible were those which incorporated explicit comparison of various strategies for Indigenous identification using data linkage, as a basis from which to evaluate or improve the overall identification of Indigenous status from administrative data.
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an overall characterization
an overall evidence
an overall rating
an overall loss
an overall majority
an overall grade
an overall process
an overall signal
an overall profit
an overall efficiency
an easy identification
an overall estimate
an overall welfare
an overall mission
an overall dietary
an overall quality
an overall evaluation
an overall decrease
an overall game
an overall score
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