Design and Evaluation of a Mobile Phone-based Recommender System for Patients with Cardiac Arrhythmia
Introduction: Cardiovascular disease is one of the main causes of death worldwide. One of the important factors is readmission due to the lack of training. Considering the widespread use of mobile phones, this study aimed to design a recommender system for patients with cardiac arrhythmia. Method: T...
| Main Authors: | , , , , , |
|---|---|
| Format: | Article |
| Language: | fas |
| Published: |
Kerman University of Medical Sciences
2023-09-01
|
| Series: | مجله انفورماتیک سلامت و زیست پزشکی |
| Subjects: | |
| Online Access: | http://jhbmi.ir/article-1-799-en.pdf |
| _version_ | 1797209658283261952 |
|---|---|
| author | Mostafa Langarizadeh Amir Homayoun Rostampour Fereydon Noshirvan Rahat Abad Mohammad Hossein Langarizadeh Fatemeh Sarpourian Seyed Ali Fatemi Aghda |
| author_facet | Mostafa Langarizadeh Amir Homayoun Rostampour Fereydon Noshirvan Rahat Abad Mohammad Hossein Langarizadeh Fatemeh Sarpourian Seyed Ali Fatemi Aghda |
| author_sort | Mostafa Langarizadeh |
| collection | DOAJ |
| description | Introduction: Cardiovascular disease is one of the main causes of death worldwide. One of the important factors is readmission due to the lack of training. Considering the widespread use of mobile phones, this study aimed to design a recommender system for patients with cardiac arrhythmia.
Method: This is an applied-developmental study that was conducted in a quantitative (descriptive) method and in 2 stages. First, the recommended educational parameters and application requirements of the software were determined based on literature review. Then, the obtained contents were provided to 16 cardiologists working in Shahid Rajaei and Hazrat Rasool Akram Hospitals in Tehran. To evaluate the usability, the application was given to 50 patients with cardiac arrhythmia and was checked with the quiz questionnaire version 5.5.
Results: In the recommendations section, experts deemed all items except "Omega-3 consumption" necessary. In the usability evaluation section, the items "Identifying the nearest emergency center, sending the patient’s geographic location to the doctor, finding the nearest medical center, and the possibility of changing color, and calculating BMI" were not confirmed. The usability evaluation of the application with an average score of 7.98±0.62 indicates a good level.
Conclusion: The mobile-based recommender application can cause the patients to play a greater role in their treatment and acquire skills in the field of training after hospital discharge and lead to a reduction in re-hospitalization and cost. |
| first_indexed | 2024-04-24T09:58:12Z |
| format | Article |
| id | doaj.art-eef7e07a56a34518b678acbb5d891eeb |
| institution | Directory Open Access Journal |
| issn | 2423-3870 2423-3498 |
| language | fas |
| last_indexed | 2024-04-24T09:58:12Z |
| publishDate | 2023-09-01 |
| publisher | Kerman University of Medical Sciences |
| record_format | Article |
| series | مجله انفورماتیک سلامت و زیست پزشکی |
| spelling | doaj.art-eef7e07a56a34518b678acbb5d891eeb2024-04-14T09:29:31ZfasKerman University of Medical Sciencesمجله انفورماتیک سلامت و زیست پزشکی2423-38702423-34982023-09-01102165174Design and Evaluation of a Mobile Phone-based Recommender System for Patients with Cardiac ArrhythmiaMostafa Langarizadeh0Amir Homayoun Rostampour1Fereydon Noshirvan Rahat Abad2Mohammad Hossein Langarizadeh3Fatemeh Sarpourian4Seyed Ali Fatemi Aghda5 PhD in Medical Informatics, Associate Professor, Department of Health Information Management, Iran University of Medical Sciences, Tehran, Iran MSc in Medical Informatics, Department of Health Information Management, School of Health Management and Information Sciences, Iran University of Medical Sciences, Tehran, Iran PhD in Medical-Bioelectric Engineering, Assistant Professor, Faculty of Medical Sciences and Technologies, Islamic Azad University, Research Sciences Unit, Tehran, Iran BSc Student of Computer Sciences, Department of Computer Sciences, Faculty of Mathematics Sciences, Shahid Beheshti University, Tehran, Iran PhD Candidate of Health Information Management, Student Research Committee, Department of Health Information Technology, School of Management and Medical Informatics, Shiraz University of Medical Sciences, Shiraz, Iran Ph.D. Student in Medical Informatics, Department of Health Information Management, Faculty of Medical Information and Management, Iran University of Medical Sciences, Tehran, Iran Introduction: Cardiovascular disease is one of the main causes of death worldwide. One of the important factors is readmission due to the lack of training. Considering the widespread use of mobile phones, this study aimed to design a recommender system for patients with cardiac arrhythmia. Method: This is an applied-developmental study that was conducted in a quantitative (descriptive) method and in 2 stages. First, the recommended educational parameters and application requirements of the software were determined based on literature review. Then, the obtained contents were provided to 16 cardiologists working in Shahid Rajaei and Hazrat Rasool Akram Hospitals in Tehran. To evaluate the usability, the application was given to 50 patients with cardiac arrhythmia and was checked with the quiz questionnaire version 5.5. Results: In the recommendations section, experts deemed all items except "Omega-3 consumption" necessary. In the usability evaluation section, the items "Identifying the nearest emergency center, sending the patient’s geographic location to the doctor, finding the nearest medical center, and the possibility of changing color, and calculating BMI" were not confirmed. The usability evaluation of the application with an average score of 7.98±0.62 indicates a good level. Conclusion: The mobile-based recommender application can cause the patients to play a greater role in their treatment and acquire skills in the field of training after hospital discharge and lead to a reduction in re-hospitalization and cost.http://jhbmi.ir/article-1-799-en.pdfmobile health (mhealth)heart diseasescardiac arrhythmiarecommender systemsself-management |
| spellingShingle | Mostafa Langarizadeh Amir Homayoun Rostampour Fereydon Noshirvan Rahat Abad Mohammad Hossein Langarizadeh Fatemeh Sarpourian Seyed Ali Fatemi Aghda Design and Evaluation of a Mobile Phone-based Recommender System for Patients with Cardiac Arrhythmia مجله انفورماتیک سلامت و زیست پزشکی mobile health (mhealth) heart diseases cardiac arrhythmia recommender systems self-management |
| title | Design and Evaluation of a Mobile Phone-based Recommender System for Patients with Cardiac Arrhythmia |
| title_full | Design and Evaluation of a Mobile Phone-based Recommender System for Patients with Cardiac Arrhythmia |
| title_fullStr | Design and Evaluation of a Mobile Phone-based Recommender System for Patients with Cardiac Arrhythmia |
| title_full_unstemmed | Design and Evaluation of a Mobile Phone-based Recommender System for Patients with Cardiac Arrhythmia |
| title_short | Design and Evaluation of a Mobile Phone-based Recommender System for Patients with Cardiac Arrhythmia |
| title_sort | design and evaluation of a mobile phone based recommender system for patients with cardiac arrhythmia |
| topic | mobile health (mhealth) heart diseases cardiac arrhythmia recommender systems self-management |
| url | http://jhbmi.ir/article-1-799-en.pdf |
| work_keys_str_mv | AT mostafalangarizadeh designandevaluationofamobilephonebasedrecommendersystemforpatientswithcardiacarrhythmia AT amirhomayounrostampour designandevaluationofamobilephonebasedrecommendersystemforpatientswithcardiacarrhythmia AT fereydonnoshirvanrahatabad designandevaluationofamobilephonebasedrecommendersystemforpatientswithcardiacarrhythmia AT mohammadhosseinlangarizadeh designandevaluationofamobilephonebasedrecommendersystemforpatientswithcardiacarrhythmia AT fatemehsarpourian designandevaluationofamobilephonebasedrecommendersystemforpatientswithcardiacarrhythmia AT seyedalifatemiaghda designandevaluationofamobilephonebasedrecommendersystemforpatientswithcardiacarrhythmia |