Our top IRES predictions included only 801 out of the 6,532 total positive predictions (12%%) and represented 0.8%% of the entire set of genes considered in our analysis (99,759).
When analyzing global network properties, we limit our analysis to high quality predictions by including only TFs that have a leave-one-out cross-validated classification accuracy greater than 0.6 (there are 130 such TFs), and targets that have a Platt score ≥ 0.95.
The unacceptable discriminative power of the prediction model including only the UGT1A1 genotype suggests that our comprehensive approach incorporating non-genetic factors provides a more accurate prediction of the risk of severe neutropenia.
PLS-DA prediction results (including only the most important strain of each species) showed that it was possible to discriminate between species with F. verticillioides the least correctly predicted (between 16 and 47 % pixels correctly predicted).
In a split sample analysis, we created two LOS prediction rules, first including only admission data, and second including also additional inpatient information.
Because of its effective grouping, it succeeds in forming full context prediction and makes the outstanding improvement of the prediction accuracy over all other prediction methods which have support pixels including only the previous region of the target pixel.
Although the importance of external validation of prediction models is now widely acknowledged, only a quarter of existing prediction models have been externally validated, mostly in studies including only a single model and not reporting any measures of calibration.
The rate of false outbreak predictions at high-cover locations was reduced from 79% to 42% by including only locations with mild Winter Condition (Fig. 5b).
Therefore, the PIAMA Risk Score - including only easy obtainable parameters - is preferred above prediction models including blood tests.
The approach becomes particularly useful when it is simplified by including only nearest-neighbor couplings and using universal parameters, which allows direct prediction of all properties [25].
