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This tool is an efficient implementation of the recently developed DM-REPEAT method, where the stability of the resulting charges, over a large set of fitting regions, is obtained through the simultaneous fit of multiple electrostatic potential (ESP) configurations together with the total dipole fluctuations (TDF).
Two different linear fitting regions in a double logarithmic plot are obtained in the sweeping voltage from 15 to 0 V for the ON state.
Fitting regions larger than a single cell decreases the sensitivity for detecting intercellular changes, especially in tissue with heterogenous cell populations.
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The MCF model used in this study is not expected to be able to not find a good fit since there is a magnetic hole inside the fitting region.
The fitting region extended from baseline to 10 mV beyond the peak inward current.
For data sets following various trends in the different time segments (thus the fitting procedure identifies multiple fitted regions), the transition between the regions can be smoothened using a linear interpolation between the two smoothing functions.
The curve-fitted regions and the results from fitting show this correlation.
The Mn↑ Mn↓ averaged spectra were background corrected using a power-law function (fitting energy region: 606 631 eV) and a non-parametric locally weighted scatterplot smoothing (LOWESS) algorithm [31].
It appear it may not be reasonable to distribute the degrees of freedom uniformly over the temperature and lag scales as such assumption gave rise to over-fitting in regions of the temperature and lag scale where the relationship is not very complex.
We describe a method that uses the maximum likelihood estimator to localize multiple emitters simultaneously within a single, two-dimensional fitting sub-region, yielding an order of magnitude improvement in the tolerance of the analysis routine with regards to the single-frame active emitter density.
I also find evidence for differences in the best fitting regimes by region, wealth, and access to formal credit.
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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