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accuracy of the model, at 80%, and the F1 score, at 82%, both reflect a robust

                                overall performance. These metrics suggest that the model strikes a good

                                balance between sensitivity (recall) and specificity (precision), although the
                                precision could be enhanced to reduce the rate of false alarm. Figure 5.2

                                shows the comparison of percentage for each evaluation metrics in bar graph.



                                                          Evaluation Metrics

                                         100%                               90%
                                                   80%                                  82%
                                          80%                   75%

                                          60%
                                          40%
                                          20%
                                           0%
                                                 Accuracy     Precision    Recall      F1 Score

                                                  Figure 5.2 Comparison of evaluation metrics.



                               Next, the findings from the analysis of the survey data, structured around the

                               Technology  Acceptance  Model  (TAM),  present  a  comprehensive

                               understanding  of  user  perspectives  regarding  the  web  application.  These
                               findings are categorized into three key areas which is Perceived Usefulness

                               (PU),  Perceived  Ease  of  Use  (PE),  and  Behavioural  Intention  to  Use  (BI).
                               Figure 5.3 shows the percentage average score of the three key areas in bar

                               chart.



                                                          Percentage Score

                                         90%        85%              84%             85%
                                         80%
                                         70%
                                         60%
                                         50%
                                         40%
                                         30%
                                         20%
                                         10%
                                         0%
                                                     PU              PE               BI

                                      Figure 5.3 Percentage average score of the survey’s key areas in bar chart.
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