@conference {Sardi2022435,
	title = {A Reusable Catalog of Requirements for Gamified Mobile Health Applications},
	booktitle = {International Conference on Evaluation of Novel Approaches to Software Engineering, ENASE - Proceedings},
	year = {2022},
	note = {cited By 0},
	pages = {435-442},
	abstract = {The new era of mobile technologies has revolutionized all fundamental human pursuits in that many sectors have been reshaped and tangibly improved, such as education, finance, and healthcare. Referred to as mHealth, the use of mobile technologies to track and improve health outcomes is a rapidly expanding trend. A plethora of mobile health applications (mHealth apps) are being constantly developed thanks to the rapid adoption of mobile devices. From basic exercise trackers to powerful self-management tools, mHealth apps play several roles towards the provision of better healthcare. To induce playful experiences and boost engagement, gamification has proven to be extremely effective with mHealth apps. This paper presents a catalog of reusable requirements for gamified mHealth apps in terms of gamification, functional suitability, usability, and security, Further improvements are intended to be made continuously to the catalog by adding additional requirements scattered from other standards and information sources. Copyright {\textcopyright} 2022 by SCITEPRESS {\textendash} Science and Technology Publications, Lda. All rights reserved.},
	keywords = {Biomedical engineering, Catalog, Gamification, Health outcomes, ISO/IEC, ISO/IEC 25010, Management tool, mHealth, Mobile health application, Mobile Technology, Requirement, Self management},
	doi = {10.5220/0011071700003176},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85140984297\&doi=10.5220\%2f0011071700003176\&partnerID=40\&md5=dc18bd51fe840506f2a31af133df9fb2},
	author = {Sardi, L. and Idri, A. and Redman, L.M. and Alami, H. and Fernandez-Aleman, J.L.}
}
@article {Kharbouch2022,
	title = {Reviewing the features and functionalities of contraception mPHRs},
	journal = {Health Policy and Technology},
	volume = {11},
	number = {3},
	year = {2022},
	note = {cited By 0},
	abstract = {Background and objective. Women{\textquoteright}s circumstances and preferences tend to change over times signifying that accessing and choosing a contraceptive method during their reproductive life is crucial. By preventing unintended pregnancies and reducing the need for abortion, effective contraception ensures women{\textquoteright}s well-being and autonomy, improves their social and economic role, and enables them to fully participate in society while supporting the health and development of their communities. The use of mobile applications (apps) for contraception is considered a promising approach by which to facilitate access to a reproductive health service of this nature and spread awareness about contraception. The aim of this paper is, therefore, to assess the features and functionalities of the contraception mPHRs (Mobile Personal Health Records) that are available on both the Android and iOS platforms. Methods. In order to select, extract data from and evaluate the features and functionalities of existing contraception apps, an analysis process based on the well-known Systematic Literature Review (SLR) protocol was conducted for the contraception apps that are available on both the Android and iOS app platforms. The analysis and assessment of selected apps{\textquoteright} features were performed in accordance with a twenty-seven item assessment questionnaire. The latter was developed on the basis of the scientific literature concerning contraception, and a preliminary analysis of the contraception apps currently available. Results. A total of 54 contraception apps were selected, including 38 for Android, 4 for iOS, and 12 for crossed platform apps. The results showed that only 11\% of the apps selected do support the World Health Organization{\textquoteright}s (WHO) medical eligibility criteria for contraception (MEC), and that barely 43\% provide relevant information about contraceptive methods, their efficiency, risks, and contraindications. Conclusion. This study will help users, eHealth apps providers, and developers. Users on the one hand will be able to better select the most appropriate contraceptive apps. On the other hand, both eHealth application providers and developers can thereby: (1) identify the relevant features and functionalities implemented by the top-scoring contraceptive apps, and (2) distinguish contraception-related aspects that require further efforts to be properly addressed and improved. {\textcopyright} 2022},
	keywords = {awareness, contraception, Data availability, female, human, information security, medical record, Monitoring, Preferred Reporting Items for Systematic Reviews and Meta-Analyses, questionnaire, recording, reminder system, reproductive health, Review, social support, Systematic Review},
	doi = {10.1016/j.hlpt.2022.100633},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85132651990\&doi=10.1016\%2fj.hlpt.2022.100633\&partnerID=40\&md5=b101e386be125c92bddf8bf212de3a39},
	author = {Kharbouch, M. and Idri, A. and Fernandez-Aleman, J.L. and Redman, L. and Toval, A. and Stelate, Y.}
}
@article {L{\'o}pez-Jim{\'e}nez2022,
	title = {Taking the pulse of a classroom with a gamified audience response system},
	journal = {Computer Methods and Programs in Biomedicine},
	volume = {213},
	year = {2022},
	note = {cited By 2},
	abstract = {{Background and objective: This paper presents an empirical study of a gamified mobile-based assessment approach that can be used to engage students and improve their educational performance. Method: A gamified audience response system called G-SIDRA was employed. Three gamification elements were used to motivate students in classroom activities: badges for achievements to increase engagement, points to indicate progression and performance in the subject and ranking for promoting competitiveness. A total of 90 medical students in a General and Descriptive Anatomy of the Locomotor System course were taught using G-SIDRA in the academic year 2019/2020. Smart bracelets were configured to collect heart rate measurements from 30 students with the aim of evaluating the impact of the gamification elements. The control group consisted of a sample of 110 students enrolled on the same course in the academic year 2016/2017 using non-gamified SIDRA. Results: Statistically significant differences were found between multiple choice questions (MCQ) scores obtained by using SIDRA and G-SIDRA in the four experiments (U = 1.621,50, p < 0,01 for Exp1; U = 1.950,00, p < 0,01 for Exp2; U = 955,00, p < 0,01 for Exp3; U = 2.335,00, p < 0,01 for Exp4). In the students{\textquoteright} final exam grades, statistically significant differences between students that used G-SIDRA as opposed to SIDRA (T(157) = 3.992; p = 0.044) were obtained. Concerning gamification elements, statistically significantly differences were found in comparing the pulse increases after and before the badge event in the four experiments (U = 2.484,00},
	keywords = {academic achievement, Article, Audience response systems, controlled study, E - learning, e-learning, Empirical studies, empiricism, Gamification, Gamified audience response system, Heart, heart rate, heart rate measurement, Heart rate variations, Heart-rate, human, Human anatomy, human experiment, Humans, Learning systems, Likert scale, major clinical study, medical student, motivation, multiple choice test, Musculoskeletal system, Performance, satisfaction, Statistically significant difference, Students, theoretical study},
	doi = {10.1016/j.cmpb.2021.106459},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85118787418\&doi=10.1016\%2fj.cmpb.2021.106459\&partnerID=40\&md5=6338f4b58ed89528e2663ca12be4c986},
	author = {L{\'o}pez-Jim{\'e}nez, J.J. and Fernandez-Aleman, J.L. and Gonz{\'a}lez, L.L. and Sequeros, O.G. and Valle, B.M. and Garc{\'\i}a-Bern{\'a}, J.A. and Idri, A. and Toval, A.}
}
@article {L{\'o}pez-Jim{\'e}nez2021,
	title = {Effects of gamification on the benefits of student response systems in learning of human anatomy: Three experimental studies},
	journal = {International Journal of Environmental Research and Public Health},
	volume = {18},
	number = {24},
	year = {2021},
	note = {cited By 2},
	abstract = {{This paper presents three experiments to assess the impact of gamifying an audience response system on the perceptions and educational performance of students. An audience response system called SIDRA (Immediate Audience Response System in Spanish) and two audience response systems with gamification features, R-G-SIDRA (gamified SIDRA with ranking) and RB-G-SIDRA (gamified SIDRA with ranking and badges), were used in a General and Descriptive Human Anatomy course. Students participated in an empirical study. In the academic year 2019{\textendash}2020, a total of 90 students used RB-G-SIDRA, 90 students employed R-G-SIDRA in the academic year 2018{\textendash}2019, and 92 students used SIDRA in the academic year 2017{\textendash}2018. Statistically significant differences were found between final exam grades obtained by using RB-G-SIDRA and SIDRA},
	keywords = {academic achievement, academic performance, anatomy, experiment, Gamification, human, Humans, learning, motivation, perception, student, Students},
	doi = {10.3390/ijerph182413210},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85121118668\&doi=10.3390\%2fijerph182413210\&partnerID=40\&md5=29b9263d7b8db439936394c1f2826a10},
	author = {L{\'o}pez-Jim{\'e}nez, J.J. and Fernandez-Aleman, J.L. and Garc{\'\i}a-Bern{\'a}, J.A. and Gonz{\'a}lez, L.L. and Sequeros, O.G. and Ros, J.N. and Carrillo de Gea, J.M. and Idri, A. and Toval, A.}
}
@article {Hosni20202177,
	title = {A mapping study of ensemble classification methods in lung cancer decision support systems},
	journal = {Medical and Biological Engineering and Computing},
	volume = {58},
	number = {10},
	year = {2020},
	note = {cited By 8},
	pages = {2177-2193},
	abstract = {Achieving a high level of classification accuracy in medical datasets is a capital need for researchers to provide effective decision systems to assist doctors in work. In many domains of artificial intelligence, ensemble classification methods are able to improve the performance of single classifiers. This paper reports the state of the art of ensemble classification methods in lung cancer detection. We have performed a systematic mapping study to identify the most interesting papers concerning this topic. A total of 65 papers published between 2000 and 2018 were selected after an automatic search in four digital libraries and a careful selection process. As a result, it was observed that diagnosis was the task most commonly studied; homogeneous ensembles and decision trees were the most frequently adopted for constructing ensembles; and the majority voting rule was the predominant combination rule. Few studies considered the parameter tuning of the techniques used. These findings open several perspectives for researchers to enhance lung cancer research by addressing the identified gaps, such as investigating different classification methods, proposing other heterogeneous ensemble methods, and using new combination rules. [Figure not available: see fulltext.] {\textcopyright} 2020, International Federation for Medical and Biological Engineering.},
	keywords = {Artificial intelligence, Automatic searches, Biological organs, cancer classification, Classification (of information), Classification accuracy, Classification methods, classifier, decision support system, Decision support systems, decision tree, Decision trees, Diagnosis, Digital libraries, Diseases, Ensemble classification, Heterogeneous ensembles, human, lung cancer, Lung cancer detections, Majority voting rules, Mapping, priority journal, Review, Systematic mapping studies},
	doi = {10.1007/s11517-020-02223-8},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85087501825\&doi=10.1007\%2fs11517-020-02223-8\&partnerID=40\&md5=bdb2bd3f923da33ea3b564a0bd6e739e},
	author = {Hosni, M. and Garc{\'\i}a-Mateos, G. and Carrillo-De-Gea, J.M. and Idri, A. and Fernandez-Aleman, J.L.}
}
@article {Sardi2020,
	title = {Mobile health applications for postnatal care: Review and analysis of functionalities and technical features},
	journal = {Computer Methods and Programs in Biomedicine},
	volume = {184},
	year = {2020},
	note = {cited By 19},
	abstract = {Background: Providing a continuum of care from antenatal, childbirth and postnatal period results in reduced maternal and neonatal morbidity and mortality. Timely, high quality postnatal care is crucial for maximizing maternal and newborn health. In this vein, the use of postnatal mobile applications constitutes a promising strategy. Methods: A Systematic Literature Review (SLR) protocol was adopted to perform the selection, data extraction and functional evaluation of the available postnatal apps on iOS and Android platforms. The analysis of the functionalities and technical features of the apps selected was performed according to a 37-items assessment questionnaire developed on the basis of the scientific literature of postnatal care and a preliminary analysis of available postnatal apps Results: A total of 48 postnatal apps were retrieved from the app repositories of the iOS and Android platforms. The results of the functional content analysis show that the postnatal apps selected relatively achieved low scores owing to the complexity and the ramification of the postnatal care. Conclusions: The present study helps in identifying areas related to the postnatal care that require further endeavors to be properly addressed. It also provides directions for developers to leverage the advancement and innovation on mobile technology to build complete and well-suited postnatal apps {\textcopyright} 2019},
	keywords = {Android (operating system), Application programs, Article, childbirth, content analysis, data extraction, evaluation study, female, Functional evaluation, Functionality, human, Humans, Infant, iOS (operating system), mHealth, mobile application, Mobile applications, Mobile health application, newborn, newborn morbidity, perinatal period, Postnatal care, Postpartum Period, pregnancy, Preliminary analysis, procedures, puerperium, questionnaire, Scientific literature, Systematic literature review (SLR), Systematic Review, telemedicine},
	doi = {10.1016/j.cmpb.2019.105114},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85073719026\&doi=10.1016\%2fj.cmpb.2019.105114\&partnerID=40\&md5=df137ca63d506f88c53e16c63f3e0c65},
	author = {Sardi, L. and Idri, A. and Readman, L.M. and Alami, H. and Bezad, R. and Fernandez-Aleman, J.L.}
}
@article {Kharbouch2020894,
	title = {Software Requirement Catalog on Acceptability, Usability, Internationalization and Sustainability for Contraception mPHRs},
	journal = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
	volume = {12252 LNCS},
	year = {2020},
	note = {cited By 0},
	pages = {894-905},
	abstract = {Contraception Mobile Personal Health Records (mPHRs) are efficient mobile health applications (apps) to increase awareness about fertility and contraception and to allow women to access, track, manage, and share their health data with healthcare providers. This paper aims to develop a requirements catalog, according to standards, guidelines, and relevant literature to e-health technology and psychology. The requirements covered by this catalog are Acceptability, Usability, Sustainability, and Internationalization (i18n). This catalog can be very useful for developing, evaluating, and auditing contraceptive apps, as well as helping stakeholders and developers identify potential requirements for their mPHRs to improve them. {\textcopyright} 2020, Springer Nature Switzerland AG.},
	keywords = {Health, Health care providers, Health data, Mobile health application, Personal health record, Software requirements, Sustainable development},
	doi = {10.1007/978-3-030-58811-3_63},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85092222585\&doi=10.1007\%2f978-3-030-58811-3_63\&partnerID=40\&md5=119f051c4582d8079abdb813399d89d1},
	author = {Kharbouch, M. and Idri, A. and Redman, L. and Alami, H. and Fernandez-Aleman, J.L. and Toval, A.}
}
@article {Benhar2019,
	title = {A Systematic Mapping Study of Data Preparation in Heart Disease Knowledge Discovery},
	journal = {Journal of Medical Systems},
	volume = {43},
	number = {1},
	year = {2019},
	note = {cited By 0},
	doi = {10.1007/s10916-018-1134-z},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85058606352\&doi=10.1007\%2fs10916-018-1134-z\&partnerID=40\&md5=f92d6f6b431ad7798a78fb05c7a5624d},
	author = {Benhar, H. and Idri, A. and Fernandez-Aleman, J.L.}
}
@article {Benhar20181208,
	title = {Data preprocessing for decision making in medical informatics: Potential and analysis},
	journal = {Advances in Intelligent Systems and Computing},
	volume = {746},
	year = {2018},
	pages = {1208-1218},
	doi = {10.1007/978-3-319-77712-2_116},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85045323949\&doi=10.1007\%2f978-3-319-77712-2_116\&partnerID=40\&md5=86d2827399aedd6683b71d8893a2d49c},
	author = {Benhar, H. and Idri, A. and Fernandez-Aleman, J.L.}
}
@article {Bachiri2018,
	title = {Evaluating the Privacy Policies of Mobile Personal Health Records for Pregnancy Monitoring},
	journal = {Journal of Medical Systems},
	volume = {42},
	number = {8},
	year = {2018},
	doi = {10.1007/s10916-018-1002-x},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85049316852\&doi=10.1007\%2fs10916-018-1002-x\&partnerID=40\&md5=39f7d1b8a34c6a17937d6935246cf95b},
	author = {Bachiri, M. and Idri, A. and Fernandez-Aleman, J.L. and Toval, A.}
}
@conference {Idri2018607,
	title = {Quality evaluation of gamified blood donation apps using ISO/IEC 25010 standard},
	booktitle = {HEALTHINF 2018 - 11th International Conference on Health Informatics, Proceedings; Part of 11th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2018},
	volume = {5},
	year = {2018},
	pages = {607-614},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85051728605\&partnerID=40\&md5=e296eb3debca9cb6efd2a8d6fbe18690},
	author = {Idri, A. and Sardi, L. and Fernandez-Aleman, J.L.}
}
@article {CruzZapata2018,
	title = {Reusable Software Usability Specifications for mHealth Applications},
	journal = {Journal of Medical Systems},
	volume = {42},
	number = {3},
	year = {2018},
	note = {cited By 0},
	abstract = {One of the key factors for the adoption of mobile technologies, and in particular of mobile health applications, is usability. A usable application will be easier to use and understand by users, and will improve user{\textquoteright}s interaction with it. This paper proposes a software requirements catalog for usable mobile health applications, which can be used for the development of new applications, or the evaluation of existing ones. The catalog is based on the main identified sources in literature on usability and mobile health applications. Our catalog was organized according to the ISO/IEC/IEEE 29148:2011 standard and follows the SIREN methodology to create reusable catalogs. The applicability of the catalog was verified by the creation of an audit method, which was used to perform the evaluation of a real app, S Health, application created by Samsung Electronics Co. The usability requirements catalog, along with the audit method, identified several usability flaws on the evaluated app, which scored 83\%. Some flaws were detected in the app related to the navigation pattern. Some more issues related to the startup experience, empty screens or writing style were also found. The way a user navigates through an application improves or deteriorates user{\textquoteright}s experience with the application. We proposed a reusable usability catalog and an audit method. This proposal was used to evaluate a mobile health application. An audit report was created with the usability issues identified on the evaluated application. {\textcopyright} 2018, Springer Science+Business Media, LLC, part of Springer Nature.},
	doi = {10.1007/s10916-018-0902-0},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85040984885\&doi=10.1007\%2fs10916-018-0902-0\&partnerID=40\&md5=32ddf999ef891e8986a8a19c7271249a},
	author = {Cruz Zapata, B. and Fernandez-Aleman, J.L. and Toval, A. and Idri, A.}
}
@article {Bajta2018690,
	title = {Software project management approaches for global software development: A systematic mapping study},
	journal = {Tsinghua Science and Technology},
	volume = {23},
	number = {6},
	year = {2018},
	pages = {690-714},
	doi = {10.26599/TST.2018.9010029},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85055661732\&doi=10.26599\%2fTST.2018.9010029\&partnerID=40\&md5=7601769b8094dafca96fea06d11fd3db},
	author = {Bajta, M.E. and Idri, A. and Ros, J.N. and Fernandez-Aleman, J.L. and de Gea, J.M.C. and Garc{\'\i}a, F. and Toval, A.}
}
@article {Ouhbi2018,
	title = {Sustainability requirements for connected health applications},
	journal = {Journal of Software: Evolution and Process},
	volume = {30},
	number = {7},
	year = {2018},
	doi = {10.1002/smr.1922},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85050354987\&doi=10.1002\%2fsmr.1922\&partnerID=40\&md5=70c90bb949fb18d52004aec275734df0},
	author = {Ouhbi, S. and Fernandez-Aleman, J.L. and Toval, A. and Rivera~Pozo, J. and Idri, A.}
}
@article {Idri201869,
	title = {A systematic map of medical data preprocessing in knowledge discovery},
	journal = {Computer Methods and Programs in Biomedicine},
	volume = {162},
	year = {2018},
	pages = {69-85},
	doi = {10.1016/j.cmpb.2018.05.007},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85046706780\&doi=10.1016\%2fj.cmpb.2018.05.007\&partnerID=40\&md5=30324a8f7b2702347d51c7c56b55b294},
	author = {Idri, A. and Benhar, H. and Fernandez-Aleman, J.L. and Kadi, I.}
}
@article {Ouhbi201749,
	title = {E-health internationalization requirements for audit purposes},
	journal = {Computer Methods and Programs in Biomedicine},
	volume = {144},
	year = {2017},
	note = {cited By 1},
	pages = {49-60},
	abstract = {Background and objective: In the 21st century, e-health is proving to be one of the strongest drivers for the global transformation of the health care industry. Health information is currently truly ubiquitous and widespread, but in order to guarantee that everyone can appropriately access and understand this information, regardless of their origin, it is essential to bridge the international gap. The diversity of health information seekers languages and cultures signifies that e-health applications must be adapted to satisfy their needs. Methods: In order to achieve this objective, current and future e-health programs should take into account the internationalization aspects. This paper presents an internationalization requirements specification in the form of a reusable requirements catalog, obtained from the principal related standards, and describes the key methodological elements needed to perform an e-health software audit by using the internationalization knowledge previously gathered. Results: S Health, a relevant, well-known Android application that has more than 150 million users in over 130 countries, was selected as a target for the e-health internationalization audit method and requirements specification presented above. This application example helped us to put into practice the proposal and show that the procedure is realistic and effective. Conclusions: The approach presented in this study is subject to continuous improvement through the incorporation of new knowledge originating from additional information sources, such as other standards or stakeholders. The application example is useful for early evaluation and serves to assess the applicability of the internationalization catalog and audit methodology, and to improve them. It would be advisable to develop of an automated tool with which to carry out the audit method. {\textcopyright} 2017 Elsevier B.V.},
	doi = {10.1016/j.cmpb.2017.03.014},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85016069397\&doi=10.1016\%2fj.cmpb.2017.03.014\&partnerID=40\&md5=4cdb24852f0764dc64c9ed73f5614eda},
	author = {Ouhbi, S. and Fernandez-Aleman, J.L. and Carrillo-De-Gea, J.M. and Toval, A. and Idri, A.}
}
@article {Sardi2017165,
	title = {Gamified mobile blood donation applications},
	journal = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
	volume = {10208 LNCS},
	year = {2017},
	note = {cited By 1},
	pages = {165-176},
	abstract = {Unpaid blood donation is a selfless act of citizenship and the usage of gamification elements in blood donation apps can enhance the donors{\textquoteright} experience, especially among youth. This paper analyses the functionalities and explores gamification elements of the existing blood donation apps in the mobile market. A search in Google Play, Apple Apps store, Blackberry App World, and Windows Mobile App store was performed to select 10 gamified BD apps with three duplicates out of 801 pinpointed. The results show that the majority of the blood donation apps selected do not support multiple languages and that the predominant authentication methods are traditional and social logins. Moreover, all the apps were intended for more than one purpose among helping users to find donors and blood centres, track their records and check their eligibility to donate. Most apps installed include notification features and built-in geolocation services to instantly inform the users of donation need in nearby locations. Badges and redeemable points were the most recurrent gamification elements in the blood donation apps selected. There is a need for better incentives in order to not only retain the potential donors but also to recruit non-willing ones. {\textcopyright} Springer International Publishing AG 2017.},
	doi = {10.1007/978-3-319-56148-6_14},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85018706816\&doi=10.1007\%2f978-3-319-56148-6_14\&partnerID=40\&md5=0e71bd08afeb528b9c0f612b667abd3d},
	author = {Sardi, L. and Idri, A. and Fernandez-Aleman, J.L.}
}
@conference {Idri2017262,
	title = {ISO/IEC 25010 Based Evaluation of Free Mobile Personal Health Records for Pregnancy Monitoring},
	booktitle = {Proceedings - International Computer Software and Applications Conference},
	volume = {1},
	year = {2017},
	note = {cited By 0},
	pages = {262-267},
	abstract = {Background: Mobile Personal Health Records (mPHRs) are mobile applications that allow organizing and saving the patients{\textquoteright} health data in order to ease their management and access for both patients and doctors. Objective: This study aims to evaluate, based on ISO/IEC 25010 quality standard, the software quality of mPHRs for pregnancy monitoring. Method: An External quality evaluation was carried out on 17 pregnancy monitoring mPHRs for iOS and Android. The evaluation consisted of performing a set of tasks and filling in a quality assessment questionnaire that covers the four External quality characteristics: Functional suitability, Operability, Performance efficiency and Reliability. Moreover, 14 mPHRs for pregnancy monitoring were used to study the relationship between the External quality and the Quality in-use by means of four classification techniques: Iterative Dichotomiser 3 (ID3), C4.5, K-nearest neighbors (K-NN) and Na{\"\i}ve Bayes. Results: Functional suitability and Reliability are the most covered quality characteristics by the 17 apps compared to Operability and Performance efficiency. Furthermore, K-NN and C4.5 obtained the highest accuracy rates, as evaluating the accuracy rate of each classification technique can determine if a classifier can be designed to predict the Quality in-use from the External Quality for the apps used in this study. Conclusion: The need of studying the relationship between fulfilling the External quality and the Quality in-use for pregnancy monitoring mPHRs, is of great importance for the developers of these apps for future improvements. {\textcopyright} 2017 IEEE.},
	doi = {10.1109/COMPSAC.2017.159},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85031943834\&doi=10.1109\%2fCOMPSAC.2017.159\&partnerID=40\&md5=33e58a2940bb96d4a2c3c7a272a519e5},
	author = {Idri, A. and Bachiri, M. and Fernandez-Aleman, J.L. and Toval, A.}
}
@article {Kadi201712,
	title = {Knowledge discovery in cardiology: A systematic literature review},
	journal = {International Journal of Medical Informatics},
	volume = {97},
	year = {2017},
	note = {cited By 6},
	pages = {12-32},
	abstract = {Context Data mining (DM) provides the methodology and technology needed to transform huge amounts of data into useful information for decision making. It is a powerful process employed to extract knowledge and discover new patterns embedded in large data sets. Data mining has been increasingly used in medicine, particularly in cardiology. In fact, DM applications can greatly benefit all those involved in cardiology, such as patients, cardiologists and nurses. Objective The purpose of this paper is to review papers concerning the application of DM techniques in cardiology so as to summarize and analyze evidence regarding: (1) the DM techniques most frequently used in cardiology; (2) the performance of DM models in cardiology; (3) comparisons of the performance of different DM models in cardiology. Method We performed a systematic literature review of empirical studies on the application of DM techniques in cardiology published in the period between 1 January 2000 and 31 December 2015. Results A total of 149 articles published between 2000 and 2015 were selected, studied and analyzed according to the following criteria: DM techniques and performance of the approaches developed. The results obtained showed that a significant number of the studies selected used classification and prediction techniques when developing DM models. Neural networks, decision trees and support vector machines were identified as being the techniques most frequently employed when developing DM models in cardiology. Moreover, neural networks and support vector machines achieved the highest accuracy rates and were proved to be more efficient than other techniques. {\textcopyright} 2016 Elsevier Ireland Ltd},
	doi = {10.1016/j.ijmedinf.2016.09.005},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-84988689033\&doi=10.1016\%2fj.ijmedinf.2016.09.005\&partnerID=40\&md5=9bd4f89bacb9b8dea94dd1f7eefef431},
	author = {Kadi, I. and Idri, A. and Fernandez-Aleman, J.L.}
}
@conference {Ouhbi2017557,
	title = {Requirements for a mobile personal health record to improve cardiovascular healthcare services},
	booktitle = {Proceedings of the ACM Symposium on Applied Computing},
	volume = {Part F128005},
	year = {2017},
	note = {cited By 1},
	pages = {557-562},
	abstract = {Analyzing health records of patients suffering from chronic diseases such as cardiovascular disease can help understanding their conditions and therefore improving healthcare services offered to them. To improve the cardiology healthcare quality and efficiency in the Autonomic Nervous System centre in Avicenne Hospital in Rabat in Morocco, a mobile personal health record (mPHR) along with an electronic health record have been developed. This paper presents our mPHR{\textquoteright}s functional requirements used in the product development. It also presents some aspects of quality evaluation of the mPHR. An experiment has been conducted to assess and improve the mPHR{\textquoteright}s quality using the ISO/IEC 25010 standard. Copyright 2017 ACM.},
	doi = {10.1145/3019612.3019725},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85020871426\&doi=10.1145\%2f3019612.3019725\&partnerID=40\&md5=6cf797c1b1a37c7309de64935405f2e8},
	author = {Ouhbi, S. and Idri, A. and Hakmi, R. and Benjelloun, H. and Fernandez-Aleman, J.L. and Toval, A.}
}
@conference {Ouhbi2017285,
	title = {A reusable requirements catalog for internationalized and sustainable blood donation apps},
	booktitle = {ENASE 2017 - Proceedings of the 12th International Conference on Evaluation of Novel Approaches to Software Engineering},
	year = {2017},
	note = {cited By 0},
	pages = {285-292},
	abstract = {Blood donation mobile applications are efficient tools to increase awareness about the importance of blood donation acts and to attract blood donors. The aim of this paper is to define a reusable requirements repository (catalog) for blood donation applications based on the main related software engineering standards, e-health technology standards and literature. The catalog contains requirements regarding internationalization to bridge the cultural and language barriers among blood donors. It includes also requirements for sustainable blood donation applications which cover the individual, social, environmental, and technical dimensions of sustainability. This catalog can be very useful to develop, evaluate and audit blood donation applications and it can be adapted to other m-health applications. {\textcopyright} 2017 by SCITEPRESS - Science and Technology Publications, Lda. All Rights Reserved.},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85025445810\&partnerID=40\&md5=b3c2b8763e5f5a729522529e5ca3e148},
	author = {Ouhbi, S. and Fernandez-Aleman, J.L. and Idri, A. and Toval, A. and Pozo, J.R. and Bajta, M.E.}
}
@article {Sardi201731,
	title = {A systematic review of gamification in e-Health},
	journal = {Journal of Biomedical Informatics},
	volume = {71},
	year = {2017},
	note = {cited By 5},
	pages = {31-48},
	abstract = {Gamification is a relatively new trend that focuses on applying game mechanics to non-game contexts in order to engage audiences and to inject a little fun into mundane activities besides generating motivational and cognitive benefits. While many fields such as Business, Marketing and e-Learning have taken advantage of the potential of gamification, the digital healthcare domain has also started to exploit this emerging trend. This paper aims to summarize the current knowledge regarding gamified e-Health applications. A systematic literature review was therefore conducted to explore the various gamification strategies employed in e-Health and to address the benefits and the pitfalls of this emerging discipline. A total of 46 studies from multiple sources were then considered and thoroughly investigated. The results show that the majority of the papers selected reported gamification and serious gaming in health and wellness contexts related specifically to chronic disease rehabilitation, physical activity and mental health. Although gamification in e-Health has attracted a great deal of attention during the last few years, there is still a dearth of valid empirical evidence in this field. Moreover, most of the e-Health applications and serious games investigated have been proven to yield solely short-term engagement through extrinsic rewards. For gamification to reach its full potential, it is therefore necessary to build e-Health solutions on well-founded theories that exploit the core experience and psychological effects of game mechanics. {\textcopyright} 2017 Elsevier Inc.},
	doi = {10.1016/j.jbi.2017.05.011},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85019895406\&doi=10.1016\%2fj.jbi.2017.05.011\&partnerID=40\&md5=9da7af1cff144bf7fab5532c2a4aea66},
	author = {Sardi, L. and Idri, A. and Fernandez-Aleman, J.L.}
}
