Page 147 - Big Data Analytics for Intelligent Healthcare Management
P. 147

140     CHAPTER 5 CHRONIC TTH ANALYSIS BY EMG AND GSR BIOFEEDBACK




             reduced the overall TTH duration per cycle from 105.22 to 86.25min per cycle per subject, i.e., an
             overall improvement of TTH duration per cycle of 18.97min per subject.
                EMGa: For EMGa, the rate of improvement in average duration per cycle was reported to be con-
             tinuous and steep from start to finish.
                The average reduction in TTH duration per cycle was from 128.17 to 76.52min, i.e., 51.65min of
             improvement recorded per cycle per subject.
                From the above analysis, we can conclude that EMGa showed better overall improvement in re-
             duction of TTH duration per cycle when compared to EMGv and EMGav. The total dropouts were
             7, 5, and 8, respectively.
                Therefore, in the longer run, EMGav and EMGv will not be as beneficial as EMGa.




             5.8.23 TREND ON CORRELATION OF TTH DURATION AND INTENSITY
             This analysis was performed to establish the relationship of duration of TTH pain t with the intensity of
             pain. Chronic intensity pain generally stays for a longer duration. Fig. 5.32 reveals the interesting anal-
             ysis of subjects’ TTH pain duration correlation with TTH pain intensity. The trends observed are as
             follows:
                The baseline data for the three groups are mostly high TTH intensity and high TTH duration and the
             correlation between these parameters was high. After applying the different trend models such as lin-
             ear, logarithmic, exponential, polynomial, and power model, we found the best fitted trend in power
             model. Hence the power model trend was analyzed. The mathematical modeling of the power model is
             given as follows: (Tables 5.20–5.22).

                                                    Period                            Period
              Techni..   BaseLine      1 month     3 months    6 months     12 months   BaseLine
                                                                                        1 month
                    10         Trend Line                                               3 months
                   TTH-intensity ---->  5  Average
                                                                                        6 months
              EMGa                                                                      12 months
                                                                                            20
                    0                                                                   1 2  19
                                                                                        3 4  21
                                                                                            22
                    10
                   TTH-intensity ---->                                                  5 6  23
                                                                                            24
              EMGav  5  Average                                                         7   25
                                                                                            27
                    0                                                                   8 9  26
                                                                                        10  28
                    10                                                                  11
                   TTH-intensity ---->  5                                               14
                                                                                        12
              EMGv    Average                                                           13
                    0
                                                                                        16
                            Average     Average      Average      Average      Average  15
                                                                                        17
                        0  10  20    0  10  20    0  10  20    0  10  20   0  10  20
                       TTH-duration (in h) ---->  TTH-duration (in h) ---->  TTH-duration (in h) ---->  TTH-duration (in h) ---->  TTH-duration (in h) ---->  18
             FIG. 5.32
             Correlation between TTH: duration and intensity.
   142   143   144   145   146   147   148   149   150   151   152