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The combination of the two models tested on 21 independent sets of data concerning viscoinelastic shear-thinning liquids leads to a mean error of 16%.
The objectives of this study were: a) to compile and review the models tested on field experiments and applied to DSTs; and b) to do an empirical evaluation of some popular models and alternatives.
DSMM studies are diverse with specialized, mathematical prototype models tested on limited geographic regions and/or datasets and simpler, operational DSMM used for routine mapping over large soil regions.
The three-factor models tested proved to provide better fits to the data than the two two-factor models tested on virtually all indices of model fit.
Although AUC was recently criticized as an absolute measure of goodness of fit by many authors, it remains valuable in comparing the performances of several models tested on the same data set.
Models tested on independent data show simulated 95% confidence from the BB model containing the observed mean more often (77% and 59% for TOPICAL and SOCCAR respectively) compared to the other models.
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Connolly, C. Cotton, F. Morin, Opportunities at the skin interface for continuous patient monitoring: a reverse iontophoresis model tested on lactate and glucose, IEEE Trans.
Normal probability plots of the model tested on SOCCAR data show residuals closest to the line with the BB model (Additional file 2: Figure S1).
The area under the curve (AUC) of the ROC curve for the raw model tested on the derivation data was excellent, at 0.8778 (95% CI 0.8764 to 0.8793).
The confirmatory construct analysis showed that the model tested (on the four factors described in the methods) provides a good fit to the data (Pχ2 = 0.136, AGFI = 0.98, and range SMCs: 0.61 0.99).
Future research includes field data acquisition for calibration and adjustment, and model testing on Chinese highways.
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