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The multivariate models that achieved statistical significance were limited due to the multicollinearity of independent variables.
By applying the J48 algorithm over the data we obtain decision tree models that achieved up to 84% of accuracy.
Excluding these models, there were three 5-biomarker diagnostic models that achieved the highest prediction accuracy (Table 2).
We selected final models based on models that achieved the highest likelihood ratio chi-square and were conceptually appropriate.
Some 5-biomarker diagnostic models that achieved higher prediction accuracy than 6-biomarker diagnostic models are shown in Additional file 4.
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Unlike models that achieve this subordination by conscious planning, Scruton envisages a process akin to the self-ordering of an ideal competitive market.
The award goes to models that achieve the highest possible scores in front, side and rear crash tests; whose headrests work effectively in crash testing; and that feature head-protecting side air bags and ESC.
Expected vehicles will include fuel-sipping models that achieve the European benchmark of less than 100g of CO2 emitted per kilometer as well as cars with a top speed of 300kph (186mph).
The LASSO and EN models that achieve the optimal predictive correlation are very sparse, with the number of retained SNPs being 3 and 4 for the LASSO and EN, respectively.
We sought to develop a next-generation constraint-based E. coli model that achieved improved phenotypic prediction accuracy while being frequently updated and easy to use.
Based upon the frequency difference we selected best60 fingerprint and developed a model, that achieved 0.49 MCC and the model developed using all 881 fingerprints also achieved 0.49 MCC.
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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