*4.4.3 KP phase*

In the Knowledge Production phase, relevant and interesting results were achieved in the opinion of the domain specialist. The non-parametric H-test and the *χ*<sup>2</sup> test were used both (*rho*<0*:*05) and box and bar graphs were made to visualize the distribution of the data. An arrangement of box plots corresponding to the statistically significant attributes of interest to the specialist, shown in **Table 8**, communicates the distribution of those attributes in relation to the partition. In **Table 8**, the attribute Enercon (seizure energy), figure (a, e), for all classes where patient behavior is more homogeneous (EEA C1, C3, and C5) is lower than in classes

### **Figure 10.**

*EEA phase, this graph shows the variability between classes, regarding the effects of each ES, employing twoclass curves for tests e5 to e8 related to age rule 1.*

### **Figure 11.**

*EEA phase, this graph shows the variability between classes, regarding the effects of each ES, employing twoclass curves for tests e5–e8 related to age rule 2.*

**Figure 12.**

*EEA phase, this graph shows the variability between classes, regarding the effects of each ES, employing twoclass curves for tests e5–e8 related to age rule 3.*

where patient behavior is variable (EEA C2, C4, and C6). And the impedance is low for the classes in which patients get worse, figure (b), EEA C5.

In addition, after the application of an ES, the blood pressure Caidao2t presents a range of lower values for class EEA 4, mature patients who improve, and a range of higher pressure values for class EEA 3 in which patients worsen. In fact, in figure (c, d) of **Table 8**, the classes where patients' behavior is more variable with a tendency to worsen (EEA 2) show a drop in oxygen (oximetry, oxygen drop) after the application of an ES. Regarding total seizure time (Tctotal) and Postcri, figure (e, f), the classes in which patients show variable behavior (EEA 2) show a lower energy level and time. Finally, in **Figure 7g** and **h** of **Table 8**, the lowest doses of both Pentothal and Succinyl were applied in the classes where patient behavior is most variable.
