Exact(55)
Models were developed using genetic function approximation technique and were extensively validated employing different validation statistics.
Validation statistics include leave-one-out cross-validated R2 (q2), internal prediction parameter by progressive scrambling (Q∗2), external prediction with test set.
Regarding the calibration, results show that all obtained parameters are statistically significant both in expected sign and validation statistics.
b, Summary of cryo-EM data collection, refinement and model validation statistics.
qRT-PCR validation statistics (PPV and AUC) were high and similar among platforms, yet dynamic ranges were higher for sequencing based platforms than microarrays.
Validation statistics of Savitzky Golay support vector regression outperformed all other VisNIR models tested with an RPD of 3.1.
Similar(5)
The results show that PARM can build models with favorable cross-validation statistics (Rcv2 values 0.7 0.9) and give helpful SAR insight.
Incorporation of landscape level greenness variables improved significantly both the explanatory power and cross-validation statistics of the models including only local greenness variables.
Each of these preliminary QSAR models generated was judged by both a conventional and 10 fold cross-validation statistics computed for choosing the best set of top ranked features for building the best linear QSAR model.
Assessment of numerical results showed that definition of search strategy parameters based on both geographical coordinates and sample values improves cross-validation statistics when compared with that based on geographical coordinates alone.
This strategy afforded a final QSPR model that was able to explain around 86% of the variance in the experimental activity, along with showing good internal cross-validation statistics, and also good predictivity on external data.
Write better and faster with AI suggestions while staying true to your unique style.
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