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It is clear from the results in Fig. 14 that SHEAR is able to retain its performance and is suitable for sensor networks with heavy load and wide coverage area.
An algorithm's ability to retain its performance was checked when fraction of noisy data in the training set went up.
While accuracy is slightly higher for the TOP10 feature in the first case and about the same for Z-scores in the second case, only the Bayes-CRE feature is able to retain its performance and, as we will see, is also stable when going from cross-validation to independent test set.
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It is clear from the figure that SHEAR retains its performance for networks with a large number of sensors.
One important aspect is to find a better configuration that is also robust, i.e., a configuration that retains its performance under uncertainties.
Finally, the electrochromic performance of the polymer film represents a high contrast ratio in the NIR region (51%), fast response time of about 1 s, high coloration efficiency (274 cm2 C−1) and retained its performance by 94.6% even after 1000 cycles.
PVBEC with benzyloxy based spacer exhibits a high contrast ratio (ΔT% = 55 at 690 nm), a faster response time of about 2.1 s, a higher coloration efficiency (331 cm2 C−1) and a better stability (retains its performance by 94.3% even after 1000 cycles).
SNS NI polymer film prepared via spin casting process exhibits a high contrast ratio in the near-IR region (ΔT% = 56% at 890 nm), a response time of about 1 s, high coloration efficiency (299 cm2 C−1) and retained its performance by 98.6% even after 5000 cycles.
The method has the capability to retain its high performance for various flow regimes, from viscous to gravity dominant displacements, without the need for further modifications and computational steps.
The long chain bipodal SAM presents intercalated poly ethylenglycol) groups that confer the immunosensor the ability to retain its optimum performance in very complex matrices and serum with negligible non-specific adsorption phenomena.
One of these hybrids was further tested and shown to retain its superior fermentation performance on an 8-l pilot scale, making it an attractive candidate strain for commercial bioethanol production.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com