Displaying publications 61 - 80 of 177 in total

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  1. Kennedy C, Bowman R, Fariza N, Ackuaku E, Ntim-Amponsah C, Murdoch I
    J Telemed Telecare, 2006;12(2):88-91.
    PMID: 16539756
    A Web-based service was set up to link subspecialist ophthalmologists with those seeking advice on particular clinical problems in ophthalmology. The service operated between countries, with centres in Malaysia, Ghana, Tanzania, South Africa and Gambia seeking advice from Moorfields Eye Hospital in the UK. It also operated within country, where a rural clinic in The Gambia sought advice from the central hospital on difficult cases or cases for possible referral. Provision of Web access and training in image capture and manipulation were undertaken in each participating centre. During the first 12 months, 132 cases were posted to the Website from five of the six centres participating. The rate of case referral rose to about 12-14 cases per month by the end of the study. Overall, 24% of referrals did not use images. In the first four months the response time was 13 days, and in the last four months it was three days. Most cases were answered with a single response from the specialist. The main problem was the amount of Internet down-time in each of the locations. The main benefit was safe and reliable access to specialist advice for practitioners.
    Matched MeSH terms: Telemedicine/methods*; Telemedicine/utilization
  2. Lua PL, Neni WS
    J Telemed Telecare, 2013 Jan;19(1):23-8.
    PMID: 23390210 DOI: 10.1177/1357633X12473920
    We evaluated an epilepsy education programme based on text messaging (SMS). Epilepsy outpatients from three hospitals in Malaysia were randomised into two groups: intervention and control. Patients in the control group were supplied with printed epilepsy educational material while those in the intervention group also received text messages from the Mobile Epilepsy Educational System (MEES). A total of 136 patients completed the study (mean age 31 years; 91% Malay; 51% with an illness duration of more than 5 years). A between-group analysis showed that the awareness, knowledge and attitudes (AKA) about epilepsy did not significantly differ between the groups at baseline (P > 0.05). The intervention patients reported better AKA levels during follow-up compared to the control patients (P < 0.05). A within-group analysis showed that in intervention patients, there were significant improvements in all AKA domains with larger effect sizes (P < 0.01) while control patients also exhibited significant improvement in most domains except for Awareness but with smaller effect sizes. After controlling for possible confounding variables (age, gender, educational qualification, monthly income and baseline mean for each domain), the intervention group still reported significantly higher AKA than the control group particularly in Awareness (P < 0.001) and Total AKA (P = 0.003). There was also significantly better medication adherence and clinic attendance in the intervention group (P < 0.05). The results suggest that the addition of the MEES to conventional epilepsy education is effective in improving AKA.
    Study site: Neurology clinics, public hospitals, Terengganu, Pahang, Kelantan, Malaysia
    Matched MeSH terms: Telemedicine/methods*
  3. Dhillon JS, Wünsche B, Lutteroth C
    J Telemed Telecare, 2016 Mar;22(2):96-104.
    PMID: 26026175 DOI: 10.1177/1357633X15586082
    INTRODUCTION: Telehealth has been widely promoted as a technology to make healthcare more effective and affordable. However, current telehealth systems suffer from vendor lock-in and high cost, and are designed for managing chronic diseases rather than preventing them.
    METHODS: We address shortcomings of existing consumer-level health informatics applications in supporting senior health consumers, and provide designers of such systems with a design framework. We assess the feasibility of patient-centred health management systems (HMSs) that are designed based on the proposed framework. In contrast to traditional telehealth, HMSs are patient centred and aim at enabling health consumers to take control of their own health by providing functionality for health self-management. Quantitative and qualitative methods were adopted in evaluating a prototype HMS.
    RESULTS: Senior healthcare consumers viewed our HMS prototype positively, and experienced a positive change in their attitude towards their health. We identified requirements and challenges for HMSs. In particular, participants indicated that social networking features must have a clear purpose beyond simple broadcasting of emotions and opinions.
    DISCUSSION: Our study indicates that seniors are able and motivated to leverage a web-based patient-centred HMS, provided that there are suitable health support applications tailored to their needs. This could be achieved by making it attractive for third party application developers to contribute HMS content.
    KEYWORDS: Telehealth; Web 2.0 technologies; gerontechnology; health management system; patient empowerment; social networking
    Matched MeSH terms: Telemedicine/methods*; Telemedicine/standards
  4. Aris IB, Wagie AA, Mariun NB, Jammal AB
    J Telemed Telecare, 2001;7(1):51-3.
    PMID: 11265939
    We developed a personal blood pressure monitoring system for patients with hypertension or hypotension. The system can be used to measure a patient's blood pressure at home and to transmit the data automatically to a hospital database via the Internet. The accuracy of blood pressure readings using the system was assessed by comparison with readings from a standard digital sphygmomanometer in four subjects. The measurement error for the systolic readings was 1.7-2.7% and for the diastolic readings 2.7-3.2%. The system therefore appears to be a promising means of assessing blood pressure remotely.
    Matched MeSH terms: Telemedicine*
  5. Papakostopoulos D, Williams A, Ramani V, Hart CJ, Dodson K, Papakostopoulos S
    J Telemed Telecare, 1999;5 Suppl 1:S17-20.
    PMID: 10534828
    The First International Teleconference in Ophthalmology was held during March 1998 between five sites in the UK, USA, Greece and Malaysia. ISDN transmission at 128 kbit/s was used to reduce costs while maintaining the clarity of the presented material. Specialized lecture theatres were not available at all sites and conventional halls had to be adapted for videoconferencing. For this reason initial point-to-point testing was carried with Bristol to simplify problem solving. Thereafter, a multipoint bridge was used to connect all sites together. During the conference a number of individual presentations were given, all followed by extensive discussion periods. Special instructions were given beforehand on the production of slide material, with particular reference to font sizes and colour combinations. Full use was made of various presentation media, including slides, videos and live demonstrations. The conference was attended by over 500 delegates, all of whom were specialists in ophthalmology. The technology employed was ideal for teaching purposes. However, if used in a clinical field, it should be kept in mind that the choice of transmission rate makes certain features not easily apparent in images but they become clearer when pointed out by the presenter.
    Matched MeSH terms: Telemedicine/economics; Telemedicine/methods*
  6. Blebil AQ, Dujaili JA, Mohammed AH, Loh LL, Chung WX, Selvam T, et al.
    J Telemed Telecare, 2023 Jan;29(1):58-71.
    PMID: 35188826 DOI: 10.1177/1357633X221077869
    INTRODUCTION: Pharmacy students should be eHealth literate by being skilful in searching, evaluating and applying online health information. Mobile health applications should be utilised when making clinical decisions to achieve optimal patient care with the ever-changing pharmacy practice. This study aims to explore the eHealth literacy and mobile health application utilisation amongst pharmacy undergraduates.

    METHODS: A cross-sectional study was conducted from March to April 2021. An online survey, consisting of socio-demographic characteristics, Internet use, eHealth Literacy Scale and mobile health application utilisation, was distributed amongst pharmacy undergraduates in public and private universities in Malaysia. Data analysis included descriptive statistics, one-way analysis of variance test, Mann-Whitney U test and Kruskal-Wallis test.

    RESULTS: A total of 415 participants completed the survey (response rate    =    82.5%). The median eHealth Literacy Scale score (out of 40) was 31.0    ±    3.0 (interquartile range). More than one-third of participants (34.7%) were found to have low eHealth literacy. Many lacked confidence in making health decisions from online information (42.4%) and skills in distinguishing between high-quality and low-quality health resources (35.2%). Only 70.4% of the participants had mobile health applications installed on their smartphones and/or tablets. Some students felt that they were neither knowledgeable nor skilful enough to utilise mobile health applications (24.8%), whereas 23.9% were unaware of the mobile health applications available.

    CONCLUSION: In summary, the eHealth literacy of Malaysian pharmacy students can be further enhanced by incorporating eHealth literacy-focused programmes into the curriculum. Moreover, pharmacy students' mobile health application utilisation can be improved through increased awareness and support from universities.

    Matched MeSH terms: Telemedicine*
  7. Dash S, Aarthy R, Mohan V
    J Public Health Policy, 2021 Sep;42(3):501-509.
    PMID: 34012012 DOI: 10.1057/s41271-021-00287-w
    During the COVID-19 pandemic, a countrywide lockdown of nearly twelve weeks in India reduced access to regular healthcare services. As a policy response, the Ministry of Health & Family Welfare which exercises jurisdiction over telemedicine in India, rapidly issued India's first guidelines for use of telemedicine. The authors argue that: guidelines must be expanded to address ethical concerns about the use of privacy, patient data and its storage; limited access to the internet and weaknesses in the telecom infrastructure challenge widespread adoption of telemedicine; only by simultaneously improving both will use of telemedicine become equitable; Indian medical education curricula should include telemedicine and India should rapidly extend training to practitioner. They determine that for low- and middle-income countries (LMIC), including India, positive externalities of investing in telemedicine are ample, thus use of this option can render healthcare more accessible and equitable in future.
    Matched MeSH terms: Telemedicine*
  8. Stilz I, Freire de Carvalho M, Toner S, Berg J
    J Occup Environ Med, 2022 Dec 01;64(12):1067-1072.
    PMID: 35993607 DOI: 10.1097/JOM.0000000000002684
    OBJECTIVES: This study examines whether the availability of telemedicine on offshore installations reduces medical evacuation rates.

    METHODS: This is a prospective cohort study on offshore platforms in the United States, Malaysia, and the United Kingdom. Emergency evacuation rates were compared between locations with telemedicine (United States) and 2 control groups without telemedicine (Malaysia, United Kingdom).

    RESULTS: Three hundred eighty-four cases in the telemedicine group and 261 cases in the control groups were included. The odds (adjusted and unadjusted) of medical evacuation were significantly higher for assets without telemedicine, contractors, and age older than 60 years. Analysis indicated a shift from emergency evacuation to routine transport for the telemedicine group.

    CONCLUSIONS: Telemedicine reduces emergency medical evacuations from offshore installations. This reduction is likely due to an increased capacity for transforming emergency care into routine care at the offshore location.

    Matched MeSH terms: Telemedicine*
  9. Thong HK, Wong DKC, Gendeh HS, Saim L, Athar PPBSH, Saim A
    J Med Life, 2021;14(4):468-480.
    PMID: 34621369 DOI: 10.25122/jml-2020-0119
    The novel Coronavirus Disease 2019 (COVID-19) has brought unprecedented changes in the way conventional health care is delivered. This study examined if clinicians' perceptions regarding telemedicine and its barriers to implementation in Malaysia have changed during this pandemic. A cross-sectional survey was conducted among Malaysian medical doctors of various specialties in four urban healthcare facilities between June 2020 and July 2020. A total of 146 (41.7%) out of 350 responses were obtained. 62% of doctors reported a reduction greater than 50% in outpatient visits during the COVID-19 pandemic. The majority of doctors either found telemedicine useful in situations similar to COVID-19 (34.2%) or that it is essential to their daily practice (42.5%). However, only 22% reported using telemedicine for consultation during the COVID-19 pandemic. 74% of doctors felt that telemedicine would only benefit up to 30% of their patient population. Significantly more female doctors (80%) felt that telemedicine would benefit their patients compared to male doctors (45.8%) (P=0.03). Physicians (51.3%) were more inclined to adopt telemedicine in comparison to surgeons (32.4%) (P=0.03). The majority cited medico-legal issues and consent (80.6%), billing and charges (66.7%) and insurance reimbursement (62.5%), technical difficulties (62.5%) as their barrier to the adoption of telemedicine. Female doctors and physicians were more willing to adopt telemedicine when compared to male doctors and surgeons. Although the COVID-19 pandemic appeared to improve the perception, significant barriers should be resolved before many can incorporate it into their practice.
    Matched MeSH terms: Telemedicine*
  10. Zaidan BB, Haiqi A, Zaidan AA, Abdulnabi M, Kiah ML, Muzamel H
    J Med Syst, 2015 May;39(5):51.
    PMID: 25732083 DOI: 10.1007/s10916-015-0235-1
    This study focuses on the situation of health information exchange (HIE) in the context of a nationwide network. It aims to create a security framework that can be implemented to ensure the safe transmission of health information across the boundaries of care providers in Malaysia and other countries. First, a critique of the major elements of nationwide health information networks is presented from the perspective of security, along with such topics as the importance of HIE, issues, and main approaches. Second, a systematic evaluation is conducted on the security solutions that can be utilized in the proposed nationwide network. Finally, a secure framework for health information transmission is proposed within a central cloud-based model, which is compatible with the Malaysian telehealth strategy. The outcome of this analysis indicates that a complete security framework for a global structure of HIE is yet to be defined and implemented. Our proposed framework represents such an endeavor and suggests specific techniques to achieve this goal.
    Matched MeSH terms: Telemedicine/organization & administration*
  11. Zailani S, Gilani MS, Nikbin D, Iranmanesh M
    J Med Syst, 2014 Sep;38(9):111.
    PMID: 25038891 DOI: 10.1007/s10916-014-0111-4
    The purpose of this study is to explore the determinants of telemedicine acceptance in selected public hospitals in Malaysia and to investigate the effect of health culture on the relationship between these determinants and telemedicine acceptance. Data were gathered by means of a survey of physicians and nurses as the main group of users of telemedicine technology from hospitals that are currently using telemedicine technology. The results indicated that government policies, top management support, perception of usefulness and computer self-efficiency have a positive and significant impact on telemedicine acceptance by public hospitals in Malaysia. The results also confirmed the moderating role of health culture on the relationship between government policies as well as perceived usefulness on telemedicine acceptance by Malaysian hospitals. The results are useful for decision-makers as well as managers to recognize the potential role of telemedicine and assist in the process of implementation, adoption and utilization, and, therefore, spread the usage of telemedicine technology in more hospitals in the country.
    Matched MeSH terms: Telemedicine*
  12. Salman OH, Rasid MF, Saripan MI, Subramaniam SK
    J Med Syst, 2014 Sep;38(9):103.
    PMID: 25047520 DOI: 10.1007/s10916-014-0103-4
    The healthcare industry is streamlining processes to offer more timely and effective services to all patients. Computerized software algorithm and smart devices can streamline the relation between users and doctors by providing more services inside the healthcare telemonitoring systems. This paper proposes a multi-sources framework to support advanced healthcare applications. The proposed framework named Multi Sources Healthcare Architecture (MSHA) considers multi-sources: sensors (ECG, SpO2 and Blood Pressure) and text-based inputs from wireless and pervasive devices of Wireless Body Area Network. The proposed framework is used to improve the healthcare scalability efficiency by enhancing the remote triaging and remote prioritization processes for the patients. The proposed framework is also used to provide intelligent services over telemonitoring healthcare services systems by using data fusion method and prioritization technique. As telemonitoring system consists of three tiers (Sensors/ sources, Base station and Server), the simulation of the MSHA algorithm in the base station is demonstrated in this paper. The achievement of a high level of accuracy in the prioritization and triaging patients remotely, is set to be our main goal. Meanwhile, the role of multi sources data fusion in the telemonitoring healthcare services systems has been demonstrated. In addition to that, we discuss how the proposed framework can be applied in a healthcare telemonitoring scenario. Simulation results, for different symptoms relate to different emergency levels of heart chronic diseases, demonstrate the superiority of our algorithm compared with conventional algorithms in terms of classify and prioritize the patients remotely.
    Matched MeSH terms: Telemedicine*
  13. Mat Kiah ML, Al-Bakri SH, Zaidan AA, Zaidan BB, Hussain M
    J Med Syst, 2014 Oct;38(10):133.
    PMID: 25199651 DOI: 10.1007/s10916-014-0133-y
    One of the applications of modern technology in telemedicine is video conferencing. An alternative to traveling to attend a conference or meeting, video conferencing is becoming increasingly popular among hospitals. By using this technology, doctors can help patients who are unable to physically visit hospitals. Video conferencing particularly benefits patients from rural areas, where good doctors are not always available. Telemedicine has proven to be a blessing to patients who have no access to the best treatment. A telemedicine system consists of customized hardware and software at two locations, namely, at the patient's and the doctor's end. In such cases, the video streams of the conferencing parties may contain highly sensitive information. Thus, real-time data security is one of the most important requirements when designing video conferencing systems. This study proposes a secure framework for video conferencing systems and a complete management solution for secure video conferencing groups. Java Media Framework Application Programming Interface classes are used to design and test the proposed secure framework. Real-time Transport Protocol over User Datagram Protocol is used to transmit the encrypted audio and video streams, and RSA and AES algorithms are used to provide the required security services. Results show that the encryption algorithm insignificantly increases the video conferencing computation time.
    Matched MeSH terms: Telemedicine/methods*
  14. Maarop N, Win KT
    J Med Syst, 2012 Oct;36(5):2881-92.
    PMID: 21826500 DOI: 10.1007/s10916-011-9766-2
    The aim of this study was to explore the importance of service need along with perceived technology attributes in potentially influence the acceptance of teleconsultation. The study was conducted based on the concurrent triangulation design involving qualitative and quantitative study methods. These entailed interviews with key informants and questionnaires survey of health care providers who practiced in the participating hospitals in Malaysia. Thematic analysis involving iterative coding was conducted on qualitative data. Scale reliability test and hypothesis testing procedures were performed on quantitative data. Subsequently, both data were merged, compared and interpreted. In particular, this study utilized a qualitative priority such that a superior emphasis was placed on the qualitative method to demonstrate an overall understanding. Based on the responses of 20 key informants, there was a significant need for teleconsultation as a tool to extend health services to patients under constrained resources and critical conditions. Apparently, the latest attributes of teleconsultation technology have generally met users' expectation but rather perceived as supportive facets in encouraging the usage. Concurrently, based on the survey engaging 72 health care providers, teleconsultation acceptance was statistically proven to be strongly associated with service need and not originated exclusively from the technological attributes. Additionally, the results of this study can be used to promote teleconsultation as an effective means in delivering better health services. Thus, the categories emerged from this study may be further revised and examined for explaining the acceptance of teleconsultation technology in other relevant contexts.
    Matched MeSH terms: Telemedicine
  15. Abidi SS
    J Med Syst, 2001 Jun;25(3):147-65.
    PMID: 11433545
    Worldwide healthcare delivery trends are undergoing a subtle paradigm shift--patient centered services as opposed to provider centered services and wellness maintenance as opposed to illness management. In this paper we present a Tele-Healthcare project TIDE--Tele-Healthcare Information and Diagnostic Environment. TIDE manifests an 'intelligent' healthcare environment that aims to ensure lifelong coverage of person-specific health maintenance decision-support services--i.e., both wellness maintenance and illness management services--ubiquitously available via the Internet/WWW. Taking on an all-encompassing health maintenance role--spanning from wellness to illness issues--the functionality of TIDE involves the generation and delivery of (a) Personalized, Pro-active, Persistent, Perpetual, and Present wellness maintenance services, and (b) remote diagnostic services for managing noncritical illnesses. Technically, TIDE is an amalgamation of diverse computer technologies--Artificial Intelligence, Internet, Multimedia, Databases, and Medical Informatics--to implement a sophisticated healthcare delivery infostructure.
    Matched MeSH terms: Telemedicine/methods*
  16. Almahdi EM, Zaidan AA, Zaidan BB, Alsalem MA, Albahri OS, Albahri AS
    J Med Syst, 2019 May 29;43(7):207.
    PMID: 31144129 DOI: 10.1007/s10916-019-1336-z
    This paper presents comprehensive insights into mobile patient monitoring systems (MPMSs) from evaluation and benchmarking aspects on the basis of two critical directions. The current evaluation criteria of MPMSs based on the architectural components of MPMSs and possible solutions are discussed. This review highlights four serious issues, namely, multiple evaluation criteria, criterion importance, unmeasurable criteria and data variation, in MPMS benchmarking. Multicriteria decision-making (MCDM) analysis techniques are proposed as effective solutions to solve these issues from a methodological aspect. This methodological aspect involves a framework for benchmarking MPMSs on the basis of MCDM to rank available MPMSs and select a suitable one. The benchmarking framework is discussed in four steps. Firstly, pre-processing and identification procedures are presented. Secondly, the procedure of weight calculation based on the best-worst method (BWM) is described. Thirdly, the development of a benchmark framework by using the VIKOR method is introduced. Lastly, the proposed framework is validated.
    Matched MeSH terms: Telemedicine/instrumentation; Telemedicine/methods*
  17. Almahdi EM, Zaidan AA, Zaidan BB, Alsalem MA, Albahri OS, Albahri AS
    J Med Syst, 2019 Jun 06;43(7):219.
    PMID: 31172296 DOI: 10.1007/s10916-019-1339-9
    This study presents a prioritisation framework for mobile patient monitoring systems (MPMSs) based on multicriteria analysis in architectural components. This framework selects the most appropriate system amongst available MPMSs for the telemedicine environment. Prioritisation of MPMSs is a challenging task due to (a) multiple evaluation criteria, (b) importance of criteria, (c) data variation and (d) unmeasurable values. The secondary data presented as the decision evaluation matrix include six systems (namely, Yale-National Aeronautics and Space Administration (NASA), advanced health and disaster aid network, personalised health monitoring, CMS, MobiHealth and NTU) as alternatives and 13 criteria (namely, supported number of sensors, sensor front-end (SFE) communication, SFE to mobile base unit (MBU) communications, display of biosignals on the MBU, storage of biosignals on the MBU, intra-body area network (BAN) communication problems, extra-BAN communication problems, extra-BAN communication technology, extra-BAN communication protocols, back-end system communication technology, intended geographic area of use, end-to-end security and reported trial problems) based on the architectural components of MPMSs. These criteria are adopted from the most relevant studies and are found to be applicable to this study. The prioritisation framework is developed in three stages. (1) The unmeasurable values of the MPMS evaluation criteria in the adopted decision evaluation matrix based on expert opinion are represented by using the best-worst method (BWM). (2) The importance of the evaluation criteria based on the architectural components of the MPMS is determined by using the BWM. (3) The VlseKriterijumska Optimizacija I Kompromisno Resenje (VIKOR) method is utilised to rank the MPMSs according to the determined importance of the evaluation criteria and the adopted decision matrix. For validation, mean ± standard deviation is used to verify the similarity of systematic prioritisations objectively. The following results are obtained. (1) The BWM represents the unmeasurable values of the MPMS evaluation criteria. (2) The BWM is suitable for weighing the evaluation criteria based on the architectural components of the MPMS. (3) VIKOR is suitable for solving the MPMS prioritisation problem. Moreover, the internal and external VIKOR group decision making are approximately the same, with the best MPMS being 'Yale-NASA' and the worst MPMS being 'NTU'. (4) For the objective validation, remarkable differences are observed between the group scores, which indicate the similarity of internal and external prioritisation results.
    Matched MeSH terms: Telemedicine
  18. Firdaus A, Anuar NB, Razak MFA, Hashem IAT, Bachok S, Sangaiah AK
    J Med Syst, 2018 May 04;42(6):112.
    PMID: 29728780 DOI: 10.1007/s10916-018-0966-x
    The increasing demand for Android mobile devices and blockchain has motivated malware creators to develop mobile malware to compromise the blockchain. Although the blockchain is secure, attackers have managed to gain access into the blockchain as legal users, thereby comprising important and crucial information. Examples of mobile malware include root exploit, botnets, and Trojans and root exploit is one of the most dangerous malware. It compromises the operating system kernel in order to gain root privileges which are then used by attackers to bypass the security mechanisms, to gain complete control of the operating system, to install other possible types of malware to the devices, and finally, to steal victims' private keys linked to the blockchain. For the purpose of maximizing the security of the blockchain-based medical data management (BMDM), it is crucial to investigate the novel features and approaches contained in root exploit malware. This study proposes to use the bio-inspired method of practical swarm optimization (PSO) which automatically select the exclusive features that contain the novel android debug bridge (ADB). This study also adopts boosting (adaboost, realadaboost, logitboost, and multiboost) to enhance the machine learning prediction that detects unknown root exploit, and scrutinized three categories of features including (1) system command, (2) directory path and (3) code-based. The evaluation gathered from this study suggests a marked accuracy value of 93% with Logitboost in the simulation. Logitboost also helped to predicted all the root exploit samples in our developed system, the root exploit detection system (RODS).
    Matched MeSH terms: Telemedicine/organization & administration*; Telemedicine/standards
  19. Shuwandy ML, Zaidan BB, Zaidan AA, Albahri AS
    J Med Syst, 2019 Jan 06;43(2):33.
    PMID: 30612191 DOI: 10.1007/s10916-018-1149-5
    The new and groundbreaking real-time remote healthcare monitoring system on sensor-based mobile health (mHealth) authentication in telemedicine has considerably bounded and dispersed communication components. mHealth, an attractive part in telemedicine architecture, plays an imperative role in patient security and privacy and adapts different sensing technologies through many built-in sensors. This study aims to improve sensor-based defence and attack mechanisms to ensure patient privacy in client side when using mHealth. Thus, a multilayer taxonomy was conducted to attain the goal of this study. Within the first layer, real-time remote monitoring studies based on sensor technology for telemedicine application were reviewed and analysed to examine these technologies and provide researchers with a clear vision of security- and privacy-based sensors in the telemedicine area. An extensive search was conducted to find articles about security and privacy issues, review related applications comprehensively and establish the coherent taxonomy of these articles. ScienceDirect, IEEE Xplore and Web of Science databases were investigated for articles on mHealth in telemedicine-based sensor. A total of 3064 papers were collected from 2007 to 2017. The retrieved articles were filtered according to the security and privacy of sensor-based telemedicine applications. A total of 19 articles were selected and classified into two categories. The first category, 57.89% (n = 11/19), included survey on telemedicine articles and their applications. The second category, 42.1% (n = 8/19), included articles contributed to the three-tiered architecture of telemedicine. The collected studies improved the essential need to add another taxonomy layer and review the sensor-based smartphone authentication studies. This map matching for both taxonomies was developed for this study to investigate sensor field comprehensively and gain access to novel risks and benefits of the mHealth security in telemedicine application. The literature on sensor-based smartphones in the second layer of our taxonomy was analysed and reviewed. A total of 599 papers were collected from 2007 to 2017. In this layer, we obtained a final set of 81 articles classified into three categories. The first category of the articles [86.41% (n = 70/81)], where sensor-based smartphones were examined by utilising orientation sensors for user authentication, was used. The second category [7.40% (n = 6/81)] included attack articles, which were not intensively included in our literature analysis. The third category [8.64% (n = 7/81)] included 'other' articles. Factors were considered to understand fully the various contextual aspects of the field in published studies. The characteristics included the motivation and challenges related to sensor-based authentication of smartphones encountered by researchers and the recommendations to strengthen this critical area of research. Finally, many studies on the sensor-based smartphone in the second layer have focused on enhancing accurate authentication because sensor-based smartphones require sensors that could authentically secure mHealth.
    Matched MeSH terms: Telemedicine/methods*; Telemedicine/standards
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