Page 142 - Big Data Analytics for Intelligent Healthcare Management
P. 142

5.8 RESULTS, INTERPRETATION AND DISCUSSION            135




                                                   Period
                   140  136.17 min                                                   Techniques, period
                      Subject: 26                                                      EMGa, BaseLine
                                                                                       EMGa, 1 month
                      128.17 min        115.93 min
                   120  Subject: 27     Subject: 27                                    EMGa, 3 months
                                                                                       EMGa, 6 months
                                                                                       EMGa, 12 months
                   100                               91.13 min                         GSRa, BaseLine
                                   100.60 min    89.01 min Subject: 25  Subject: 25    GSRa, 1 month
                                                                 85.81 min
                                   Subject: 26
                 Duration/frequency  80         Subject: 24    Subject: 23  Subject: 21  GSRa, 6 months
                                                                                       GSRa, 3 months
                                                                              74.33 min
                                                                              Subject: 23
                                                                                       GSRa, 12 months
                                                                             72.63 min
                                                               73.40 min
                   60
                   40
                   20
                    0
                         BaseLine     1 month     3 months     6 months    12 months
               FIG. 5.26
               Analysis of TTH duration per frequency with time.


                  EMGav: The EMGav therapy also recorded a continuous reduction and improvement. In the first
               month, a steep reduction was observed from 128.17 to 100.6min/week with an improvement result of
               27.57min/week.
                  The overall improvement was 72.33min/week with a total improvement of 55.84min/week.
                  The dropout was 4.
                  The overall trend analysis showed that GSRav therapy was better than EMGav with 12.56% im-
               provement but it was a slow performer in terms of subject dropouts, which showed that the subjects
               had more trust, confidence, and interest in EMGav. Also, the rate of reduction and steepness for TTH
               duration per frequency was better with a continuous improvement in the subjects.
                  The tableau plot for the EMGav and GSRav groups showed the analysis of variation of frequency
               along with duration in the 12months time period (Fig. 5.27).
                  GSRav: The graph showed that the therapy worked well from the start to 3months and continuous
               improvement in the reduction of frequency per duration in chronic TTH on the subjects was reflected.
               But between 3 and 6months, the improvement was deeply hampered and the rate of reduction reversed
               toward an increase in frequency per duration. It showed the fluctuation in the therapy process. After 6–
               12months, again the therapy exhibited a steep reduction. The overall improvement in the 12months
               period was recorded as 5.423 to 2.714 as 2.709 with a total dropout of 5. The fluctuation for 3months
               showed the disinterest and distrust of the therapy among the subjects, which caused the dropouts.
                  EMGav: The EMGav therapy exhibited a continuous improvement in the reduction of chronic
               TTH headaches in the experiment period. A steep reduction was recorded between 3 and 6months
               and a continuous but gradual improvement in frequency per duration was the result over the experiment
               duration. A complete improvement was recorded as 7.074 to 2.913 total as 4.161, which is almost dou-
               ble that of GSRav with 4 dropouts due to various human reasons in the experiment period. This showed
               an almost 180% improvement by the EMGav therapy over the GSRav therapy.
   137   138   139   140   141   142   143   144   145   146   147