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importance of tailored healthcare solutions that consider specific regional and

                                demographic factors to ensure efficacy and applicability.




                        6.3     Recommendation



                                This section presents key recommendations tailored for future researchers,

                                with the aim of advancing the field and building upon the insights gained
                                from  this  research.  These  recommendations  are  formulated  to  address

                                existing constraints and explore potential areas for further development.




                               i.     Collaboration with Healthcare and Research Institutions


                                      Future research should prioritize forging partnerships with healthcare
                                      and research entities. This collaboration is vital for overcoming data

                                      limitations  by  accessing  a  wider  array  of  anonymized  patient  data,
                                      particularly  data  reflective  of  specific  demographics,  such  as  the

                                      Malaysian population. Enhanced access to diverse and comprehensive

                                      data sources will significantly improve the accuracy and applicability
                                      of machine learning models in predicting stroke risks, thereby tailoring

                                      predictions more closely to the target demographic.




                               ii.    Integration of Real-Time Health Data into Dashboards


                                      To  address  the  limitation  of  using  data  only  up  to  2021,  it  is
                                      recommended  to  integrate  real-time  health  data  into  the  dashboard

                                      system.  This  approach  will  transform  the  dashboards  from  static
                                      information  displays  to  dynamic  visualization  tools.  Real-time  data

                                      integration will allow for more timely and relevant health assessments,
                                      making the dashboard a more effective tool for users seeking current

                                      health insights.





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