Bokhari SFH, Waseem AB, Raza H, Iqbal A, Javaid S, Idrees B, Saad KAD, Bakht D, Dost W. Advancing cardiac arrhythmia management: The integration of wearable technology and remote monitoring. World J Cardiol 2025; 17(7): 106841 [DOI: 10.4330/wjc.v17.i7.106841]
Corresponding Author of This Article
Wahidullah Dost, Researcher, Department of Curative Medicine, Kabul University of Medical Sciences, Karte-e-sakhi, Kabul 10001, Afghanistan. wahidullahdost96@gmail.com
Research Domain of This Article
Cardiac & Cardiovascular Systems
Article-Type of This Article
Minireviews
Open-Access Policy of This Article
This article is an open-access article which was selected by an in-house editor and fully peer-reviewed by external reviewers. It is distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/
Syed Faqeer Hussain Bokhari, Asma Iqbal, Danyal Bakht, Department of Medicine and Surgery, King Edward Medical University, Lahore 54000, Punjab, Pakistan
Ali Bin Waseem, Hassan Raza, Saad Javaid, Beya Idrees, Khawaja Allah Ditta Saad, Department of Medicine and Surgery, Lahore Medical & Dental College, Lahore 5340, Punjab, Pakistan
Wahidullah Dost, Department of Curative Medicine, Kabul University of Medical Sciences, Kabul 10001, Afghanistan
Author contributions: All authors made significant contributions to this review article; as the corresponding author, Dost W conceptualized the study, coordinated research efforts, and supervised the manuscript's development; Bokhari SFH, Waseem AB and Raza H conducted an extensive literature review, compiled relevant studies, and synthesized key findings; Iqbal A contributed to the critical analysis of lipid metabolism pathways and their oncogenetic roles in gastric carcinoma; Javaid S and Idrees B assisted in drafting and structuring the manuscript, ensuring clarity and coherence in presenting the data; Saad KAD played a vital role in data extraction, interpretation, and integration of relevant oncogenetic mechanisms; Bakht D contributed to the final revision, ensuring the manuscript met academic standards, and assisted in formatting and referencing; All authors reviewed and approved the final version of the manuscript, contributing to its intellectual content and accuracy.
Conflict-of-interest statement: The authors report no relevant conflicts of interest for this article.
Open Access: This article is an open-access article that was selected by an in-house editor and fully peer-reviewed by external reviewers. It is distributed in accordance with the Creative Commons Attribution NonCommercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: https://creativecommons.org/Licenses/by-nc/4.0/
Corresponding author: Wahidullah Dost, Researcher, Department of Curative Medicine, Kabul University of Medical Sciences, Karte-e-sakhi, Kabul 10001, Afghanistan. wahidullahdost96@gmail.com
Received: March 9, 2025 Revised: March 29, 2025 Accepted: July 2, 2025 Published online: July 26, 2025 Processing time: 136 Days and 1.8 Hours
Abstract
The integration of wearable technology and remote monitoring (RM) has significantly transformed the early detection, continuous monitoring, and management of cardiac arrhythmias. These conditions, characterized by irregular heart rhythms, arise from various etiological factors, including congenital, structural, immunological, metabolic, and infectious diseases, with atrial fibrillation being the most prevalent type. Diagnosing arrhythmias remains challenging due to variable clinical presentations and episodic symptom manifestations, necessitating individualized management strategies. Recent advances in wearable technology offer scalable, cost-effective solutions for real-time arrhythmia monitoring. These devices are equipped with sophisticated sensors and data analytics that enable early detection and personalized interventions, while empowering patients to actively engage in their healthcare. Integrating RM systems enhances diagnostic accuracy and facilitates timely medical interventions. Despite their potential, regulatory, legal, privacy, security, and infrastructural challenges hinder the widespread adoption of wearable technology and RM. Addressing these barriers requires collaboration among stakeholders and rigorous clinical trials to assess their efficacy and feasibility. Future research should focus on refining wearable technology, improving user experience, and integrating these innovations into existing healthcare frameworks. Overcoming these challenges will maximize the potential of wearable technology and RM, ultimately enhancing the management of cardiac arrhythmias and improving patient outcomes.
Core Tip: Wearable technology and remote monitoring are transforming the management of cardiac arrhythmias by enabling early detection, continuous monitoring, and personalized intervention. These advances enhance patient engagement and clinical decision-making through real-time data analytics. However, challenges such as regulatory, privacy, and infrastructural barriers must be addressed to optimize integration into healthcare systems. Future research should focus on refining the technology, improving user experience, and conducting robust clinical trials to ensure efficacy and feasibility, ultimately improving patient outcomes.
Citation: Bokhari SFH, Waseem AB, Raza H, Iqbal A, Javaid S, Idrees B, Saad KAD, Bakht D, Dost W. Advancing cardiac arrhythmia management: The integration of wearable technology and remote monitoring. World J Cardiol 2025; 17(7): 106841
Cardiac arrhythmias, which manifest as irregularities in heart rhythm, are associated with an extensive array of etiological factors including congenital, structural, immunological, physical, metabolic, and infectious diseases[1]. Based on diagnosed cases in the general population, they exhibit a prevalence of 1.5% to 5%, with atrial fibrillation emerging as the predominant variant[2]. Arrhythmias can be asymptomatic or symptomatic and often present in a paroxysmal fashion, which complicates the accurate estimation of their true prevalence. The diagnostic process for arrhythmias is challenging due to the variable clinical presentations and episodic symptom manifestation, demanding a range of management approaches tailored to specific patient conditions[3].
Traditional methods, such as short-term recordings from standard electrocardiography (ECG) and prolonged Holter monitoring, often fail to capture intermittent arrhythmias and limit continuous, real-time cardiac assessment[4]. Recent advances in wearable technology have completely changed several facets of healthcare. With sensors and cutting-edge algorithms, wearable technology has the potential to greatly improve the early diagnosis, monitoring, and treatment of cardiac arrhythmias, leading to better patient outcomes[5]. The development of effective and efficient detection and management techniques has become crucial due to the increasing frequency of cardiac arrhythmias and the accompanying morbidity and death. By offering continuous, non-invasive monitoring of heart rhythms and enabling real-time feedback and action, wearable technology presents a possible option. Wearable technologies can detect arrhythmias early, helping prevent life-threatening consequences through prompt therapies and by empowering patients to actively engage in their care[6,7].
The accuracy and dependability of these devices have substantially increased due to development of sensor technology, signal processing algorithms, and data analytics, enabling accurate arrhythmia detection and categorization[8,9]. Real-time data transmission to healthcare experts has been made possible by the integration of wearable technology with telemedicine platforms and remote monitoring (RM) systems. This has allowed for prompt interventions and individualized treatment programs[8,10].
In recent years, RM has gained prominence, especially in the field of cardiac arrhythmias. In cardiac arrhythmias, RM leverages advanced technologies to manage patients with cardiac implantable electronic devices, enhancing care delivery[11]. Over the past decade, RM has evolved from basic transtelephonic monitoring to sophisticated systems capable of continuous, wireless data transmission, actively alerting healthcare providers to critical changes in patient status. This innovation allows for earlier diagnosis and intervention, reducing hospital visits and improving survival rates[12]. RM is particularly beneficial during constraints like the coronavirus disease 2019 pandemic, as it supports remote care and reduces healthcare costs while expanding access, especially in underserved areas[11,12]. RM's efficiency and safety promise broader applications in managing chronic conditions[13].
This narrative review provides a comprehensive evaluation of the transformative role wearable technologies and RM systems play in managing cardiac arrhythmias. This article scrutinizes the clinical efficacy and user engagement of diverse wearable devices within healthcare settings, delving into their validation processes and patient acceptability. It further investigates advances in remote patient monitoring, focusing on clinical validity and effectiveness, alongside an exploration of patient-centric experiences and acceptance of these technologies. The review further integrates wearable technology with RM, discussing the clinical ramifications of such integrations and identifying extant barriers and challenges. Additionally, it projects future innovations in wearable and remote health technologies and their expected impact on health outcomes and systemic efficiency in healthcare. The narrative concludes with strategic recommendations aimed at enhancing clinical practice and guiding further research in wearable and remote health monitoring, thereby informing healthcare professionals and industry stakeholders of the progressive capabilities and potential of these technologies in cardiological patient care.
EXPLORATION OF WEARABLE TECHNOLOGIES IN HEALTH CARE
Wearable technology encompasses electronic devices designed to be worn on the body, often embedded within clothing or accessories, facilitating the collection and transmission of physiological data[14]. These devices are equipped with advanced sensors to monitor and document a variety of health metrics[15]. Examples of wearable technology include smartwatches, fitness bands, subcutaneous implants, and chest straps, as summarized and described in Table 1. A predominant method for detecting cardiac arrhythmias involves ECG monitoring, wherein wearable devices with integrated ECG sensors utilize electrodes to continuously monitor heart rhythms and promptly identify any abnormal patterns[16,17]. Additionally, photoplethysmography (PPG) monitoring represents an innovative approach, employing optical sensors to detect changes in blood volume, thereby providing insights into heart rate and rhythm irregularities[18]. Wearable devices equipped with PPG sensors offer a non-invasive solution for arrhythmia detection. Furthermore, while not traditionally wearable, Implantable Loop Recorders (ILRs) are small devices implanted under the skin that continuously monitor heart rhythms, capturing sporadic arrhythmias and enhancing the understanding of a patient's cardiac health[19]. However, motion artifacts can affect signal quality and increase the false-positive rate, while a low signal-to-noise ratio can lead to missed diagnoses.
Worn on the wrist and fitted with sensors to monitor heart rhythm
Fitness bands
Designed for tracking one’s health, including heart rate monitoring and activity tracking
ECG sensors
Electrodes are used to measure cardiac rhythms and offer ongoing surveillance
ILRs
Implanted devices for continuous heart rhythm monitoring, suitable for chronic arrhythmias
PPG
Use optical sensors to detect anomalies in heartbeat and differences in blood volume
CLINICAL EFFICACY AND VALIDATION
When evaluating the efficacy of wearable technology as a diagnostic tool, accuracy and reliability are key considerations. The degree of accuracy of wearable technology is primarily determined by its sensitivity and specificity in identifying cardiac arrhythmias. High specificity guarantees precise identification of those without arrhythmias, while high sensitivity guarantees correct identification of those with them. Nazarian et al[20] demonstrated that the overall sensitivity, specificity, and accuracy of smartwatches in identifying cardiac arrhythmias were 100%, 95%, and 97%, respectively. These values vary depending on device, patient demographics, and arrhythmia subtype. Smart wearables have been beneficial in remote cardiovascular disease screening and diagnosis, including arrhythmias[21]. Multiple studies have contrasted the outcomes of wearable technology, such as ECG or PPG sensor-equipped devices, with industry-recognized diagnostic methods, such as traditional ECGs. These studies have shown a high degree of concordance, demonstrating that wearable technology can enable accurate and reliable detection of cardiac arrhythmias[22,23].
ILRs are invasive techniques that accurately and reliably capture infrequent arrhythmia episodes over long periods of time, making them appropriate for chronic arrhythmias[19]. PPG and ECG wearable devices offer non-invasive, straightforward options with high accuracy. The continuous or sporadic monitoring offered by PPG and ECG devices enables event-based recording and short-term tracking[24].
PATIENT ENGAGEMENT AND ACCEPTABILITY
The emergence of wearable technology has revolutionized the early detection and ongoing surveillance of cardiac arrhythmias, offering unprecedented levels of convenience, functionality, and advantages (Table 2). These innovative devices offer a new dimension of accessibility for individuals concerned about their cardiac health, merging ergonomic designs with lightweight features to ensure maximal comfort. Users can effortlessly wear these devices continuously, including during sleep, without discomfort. Equipped with advanced sensors, these wearables provide accurate real-time monitoring, capturing even minute fluctuations in cardiac rhythm. Cardiac devices significantly enhance wellness by extending life, improving functional conditions, and reducing psychological stress. These technologies decrease stroke incidence and hospital admissions, enhance hemodynamic performance to increase exercise capacity, and alleviate arrhythmia symptoms. They also improve sleep quality and elevate self-efficacy and self-esteem[25].
Early detection of arrhythmias by continuous monitoring
Improved patient therapeutic adherence and self-management
Increased patient participation in their healthcare
Real-time data streaming for immediate intervention
Personalized treatment plans for improved outcomes
Comfortable and easy-to-use equipment for a better patient experience
The comfort and practicality of these wearable devices significantly enhance both patient and clinician experiences in cardiac monitoring. Devices that are user-friendly and comfortable for patients can enhance self-management, alleviate anxiety, and enrich quality of life[26,27]. User-friendly smartphone applications allow individuals to readily access their cardiac data, track trends in heart health, and share vital information with healthcare providers. Devices that are comfortable and straightforward for physicians to use can enhance diagnostic accuracy, reduce clinical workload, refine treatment options, and facilitate better communication with patients[21,27]. Although preliminary evidence suggests improvements in psychological well-being, further studies are needed to confirm these effects.
ADVANCES IN REMOTE PATIENT MONITORING
RM refers to the monitoring of a patient’s health outside of traditional clinical environments[28]. This approach may incorporate devices such as wearable or implantable sensors, which furnish healthcare providers with critical data for analysis. The scope of RM is broad, encompassing digital monitoring, telemedicine, cloud-based RM systems, and mobile health (mHealth) applications, as detailed in Table 3[29].
Utilizes communication technology to provide remote medical care
mHealth Apps
Apps and smart devices for heart rhythm monitoring and data transfer
Cloud-based remote monitoring
Healthcare practitioners can access data via cloud storage and analysis
Telemedicine and telemonitoring
Telemedicine leverages communication technologies to provide remote medical services[30]. Online patient health monitoring constitutes a subset of telemonitoring, which itself is a specialized form of telemedicine. In the context of cardiac arrhythmias, telemonitoring involves the utilization of wearable or implantable devices that transmit cardiac rhythm data to healthcare professionals for diagnostic analysis[31].
mHealth applications
The term "mHealth" describes the application of smart devices to support healthcare. These applications often feature tools that allow individuals to monitor their cardiac rhythm and transmit pertinent data to their healthcare provider in cases of cardiac arrhythmias[32].
Cloud-based RM systems
Cloud-based systems allow healthcare professionals to access patient data from any location, offering the flexibility of remote data storage and analysis. Research indicates that cloud-based systems for heart disease prediction can achieve up to 93.33% accuracy[33].
CLINICAL VALIDITY AND EFFECTIVENESS
RM offers a reliable and consistent stream of data characterized by high accuracy and dependability[34]. Multiple studies have demonstrated that RM systems can capture unnoticed arrhythmias during routine clinical visits, as demonstrated by mobile cardiac telemetry and ILRs[35,36]. However, these systems can generate false positives, requiring confirmation by healthcare providers. Numerous investigations have evaluated the efficacy of diverse RM approaches in detecting and managing cardiac arrhythmias. These studies generally conclude that all RM modalities can effectively control arrhythmias[37-39].
PATIENT-CENTRIC EVALUATION
RM devices are frequently perceived by patients as user-friendly and comfortable to wear[40]. Adherence and compliance, which reflect how well patients follow their prescribed treatment plans with these systems, are generally high, as noted in multiple studies[41]. The use of RM systems may influence a patient's overall well-being. Studies show that adopting RM systems can enhance patients' quality of life by better managing their conditions[42]. However, they may overlook patient-level barriers that could affect these outcomes (e.g., technological literacy and cost).
SYNERGISTIC INTEGRATION WITH RM
Implantable devices and wireless monitoring represent significant advancements with the potential to transform cardiac arrhythmia management[43]. The integrated utilization of wearable devices and RM presents distinct advantages for individuals afflicted with cardiac arrhythmias[44]. Notably, it empowers patients to self-monitor their cardiac rhythm in home settings, facilitating early detection and tracking of any deviations in heart rate or rhythm[45]. Furthermore, this technology empowers healthcare providers to conduct comprehensive patient monitoring, facilitating prompt diagnosis and management of arrhythmias[46]. Lastly, it enhances therapy adherence among individuals with cardiac arrhythmias[47].
CLINICAL IMPLICATIONS
An increasing volume of scientific literature encourages the use of wearable technology and RM for cardiac arrhythmia management[48]. Multiple investigations have found that such innovations can minimize hospital readmissions, enhance patient outcomes, and improve quality of life[49]. For example, a study by Hale et al[49] indicated that patients suffering from chronic heart failure who had their condition remotely evaluated with wearable technology had an 80% reduction in risk of all-cause hospitalization. While RM has demonstrated efficacy in reducing hospitalizations in chronic heart failure, further studies are needed to establish its direct impact on arrhythmia-related admissions. Another study revealed that wearable devices equipped with PPG and accelerometer sensors can accurately identify heart rate anomalies in individuals with prevalent cardiac symptoms[50].
BARRIERS AND CHALLENGES
Despite the potential benefits of wearable technology and RM, several barriers hinder their widespread adoption[44].
Regulatory and legal considerations
Prior to achieving widespread adoption of wearable technology and RM, extensive administrative and legal obstacles must be addressed[51,52]. Notably, significant issues have been raised concerning patient data confidentiality and device reliability[53].
Privacy and security concerns
Patients may be worried about device safety, in addition to the privacy of their data[54]. To gain confidence among patients, healthcare providers must tackle those issues. Developing standardized data encryption protocols could address privacy concerns.
Infrastructural and resource constraints
Before widespread adoption of wearable technology and RM is feasible, numerous infrastructural and resource-related challenges must be addressed. For instance, healthcare providers require a robust framework for patient data collection and analysis, which is essential for effectively integrating these technologies into clinical practice[47].
Despite these barriers, wearable technology and RM have the potential to fundamentally transform cardiac arrhythmia management. As these innovations continue to advance, their utilization will become increasingly prevalent in the forthcoming years[43].
FUTURE TRENDS AND IMPLICATIONS
Wearable technology and remote management
Advances in wearable technology and remote management hold transformative potential for healthcare, particularly in enhancing patient outcomes through early diagnosis, monitoring, and management of cardiac arrhythmias[55]. Wearable technology offers scalable and cost-effective opportunities for real-time, RM of patients with cardiac arrhythmias, facilitating timely interventions and personalized treatment approaches[56]. The integration of wearable technology and remote management innovations enables healthcare professionals to enhance patient care by supporting early detection, ongoing monitoring, and tailored interventions[57]. However, to fully capitalize on the potential of wearable technology in cardiac arrhythmias and other medical fields, it is imperative to address the aforementioned challenges.
Looking to the future, the implications of wearable technology in clinical practice are expansive. Ongoing enhancements in sensor technology, data analytics, and connectivity are expected to augment the capabilities of wearable devices, enabling more accurate monitoring and customized interventions. Incorporation of wearable technology into routine healthcare practices promises to improve patient outcomes, reduce healthcare costs, and empower patients to take an active role in managing their health[58].
Patient outcomes and health care delivery
Wearable technology holds considerable promise in revolutionizing patient outcomes and healthcare delivery[59]. By facilitating remote patient monitoring, wearable technologies have the potential to mitigate healthcare costs by reducing reliance on expensive emergency department visits and unnecessary hospitalizations[60]. Moreover, wearable and mobile technologies offer scalable and cost-effective solutions for remote patient monitoring, particularly during critical phases of cardiac disease, even in real-time settings[61]. The integration of such technologies enables healthcare providers to access both objective health data and patient-reported information, thereby empowering them to make well-informed therapeutic decisions. Ultimately, the incorporation of wearable technology has the potential to enhance treatment outcomes, including improved treatment adherence and patient quality of life[62].
Strategic recommendations
Collaboration among numerous stakeholders is necessary to realize the full potential of wearable technology in the early diagnosis, monitoring, and management of cardiac arrhythmias[63-65]. To effectively manage the vast influx of data from wearable devices, a multidisciplinary approach involving academics, healthcare professionals, software developers, information technologists, and statisticians is crucial. In clinical practice, healthcare providers should pinpoint specific clinical scenarios where wearable technology can significantly enhance patient-centered outcomes. It is vital to engage with patients to ensure their comfort with and understanding of wearable devices, and to educate them about the benefits of RM[64,65].
To fully leverage the capabilities of wearable technologies, rigorously designed clinical trials are necessary[65]. These trials should integrate data from wearable devices with solid clinical outcomes, offering critical insights into the effectiveness and feasibility of incorporating wearable technology into routine clinical practice. Such studies will guide future implementation strategies, optimizing the impact on patient care and health outcomes.
Additionally, ongoing research must continuously refine and improve wearable technology, focusing on factors such as accuracy, reliability, user experience, and integration with existing healthcare frameworks. Addressing these issues will enable wearable technology to become an invaluable tool for the early detection, continuous monitoring, and personalized management of cardiac arrhythmias. Collaboration with regulatory agencies is critical to establishing guidelines for device approval and data security.
CONCLUSION
This narrative review highlights considerable advances in cardiology through technological innovation. Wearable technology, equipped with sophisticated sensors and underpinned by robust algorithms, has been transformative in the early detection and ongoing monitoring of cardiac arrhythmias. These devices provide non-invasive, real-time monitoring of heart rhythms, significantly enhancing diagnostic precision and patient management. Similarly, RM systems have revolutionized care delivery by enabling continuous data transmission to healthcare providers, thereby facilitating timely medical interventions that have demonstrably reduced hospital admissions and improved patient survival rates. The convergence of wearable technology with RM systems signifies a fundamental shift in cardiac arrhythmia management. This integrated approach not only centralizes patient involvement in their own care but also supports the development of personalized treatment strategies tailored to individual patient needs. The receptivity of patients towards this technology, alongside empirical evidence, underscores its ability to improve clinical outcomes and life quality. Nonetheless, the full exploitation of these technologies is hindered by challenges including regulatory issues, concerns over data privacy, and the requirement for enhanced infrastructure. Addressing these challenges requires a concerted effort among clinicians, researchers, and technologists to further refine and validate these innovations. Looking ahead, it is clear that wearable and RM technologies will assume a critical role in healthcare. Anticipated advancements are likely to further improve their precision and ease of use, solidifying their position as essential tools in combating cardiac arrhythmias. Strategic recommendations call for interdisciplinary research and clinical trials to confirm the effectiveness of these technologies, ensuring that they meet the stringent requirements of contemporary medical practice and achieve widespread clinical integration. Ultimately, these efforts are expected to standardize these technologies in cardiac care, promising enhanced patient outcomes and more efficient healthcare delivery. Through continuous innovation and collaboration, wearable and RM technologies have the potential to become the cornerstone of personalized arrhythmia management.
Footnotes
Provenance and peer review: Unsolicited article; Externally peer reviewed.
Peer-review model: Single blind
Specialty type: Cardiac and cardiovascular systems
Country of origin: Afghanistan
Peer-review report’s classification
Scientific Quality: Grade B, Grade C
Novelty: Grade B, Grade B
Creativity or Innovation: Grade B, Grade B
Scientific Significance: Grade B, Grade C
P-Reviewer: Sun PT S-Editor: Li L L-Editor: Filipodia P-Editor: Zhang XD
Hong YJ, Lee H, Kim J, Lee M, Choi HJ, Hyeon T, Kim D. Multifunctional Wearable System that Integrates Sweat‐Based Sensing and Vital‐Sign Monitoring to Estimate Pre‐/Post‐Exercise Glucose Levels.Adv Funct Materials. 2018;28:1805754.
[PubMed] [DOI] [Full Text]
Keikhosrokiani P, Zakaria N, Mustaffa N, Wan T, Sarwar MI, Azimi K.
Wireless Networks in Mobile Healthcare. In: Adibi S, editor. Mobile Health. Springer Series in Bio-/Neuroinformatics. Cham: Springer, 2015.
[PubMed] [DOI] [Full Text]
Adnan Khan M, Abbas S, Atta A, Ditta A, Alquhayz H, Farhan Khan M, Atta-ur-rahman, Ali Naqvi R. Intelligent Cloud Based Heart Disease Prediction System Empowered with Supervised Machine Learning.CMC Comput Mater Continua. 2020;65:139-151.
[PubMed] [DOI] [Full Text]
Weidemann F, Maier SK, Störk S, Brunner T, Liu D, Hu K, Seydelmann N, Schneider A, Becher J, Canan-Kühl S, Blaschke D, Bijnens B, Ertl G, Wanner C, Nordbeck P. Usefulness of an Implantable Loop Recorder to Detect Clinically Relevant Arrhythmias in Patients With Advanced Fabry Cardiomyopathy.Am J Cardiol. 2016;118:264-274.
[RCA] [PubMed] [DOI] [Full Text][Cited by in Crossref: 37][Cited by in RCA: 46][Article Influence: 5.1][Reference Citation Analysis (0)]
Valchinov E, Antoniou A, Rotas K, Pallikarakis N.
Wearable ECG System for Health and Sports Monitoring. In: MOBIHEALTH. Proceedings of the 4th International Conference on Wireless Mobile Communication and Healthcare - "Transforming healthcare through innovations in mobile and wireless technologies"; 2014 Dec; IEEE, 2014.
[PubMed] [DOI] [Full Text]
Gatouillat A, Massot B, Badr Y, Sejdić E, Gehin C.
Building IoT-Enabled Wearable Medical Devices: An Application to a Wearable, Multiparametric, Cardiorespiratory Sensor. In: Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018) - BIODEVICES; 2018; Funchal, Madeira, Portugal: SciTePress, 2018: 109-118.
[PubMed] [DOI] [Full Text]
Bonomi A, Eerikäinen LM, Schipper F, Aarts RM, de Morree HM, Dekker L.
Detecting Episodes of Brady- and Tachycardia Using Photo-plethysmography at the Wrist in Free-living Conditions. In: 2017 Computing in Cardiology Conference (CinC); 2017 Sep 24-27; Rennes, France: IEEE, 2017: 1-4.
[PubMed] [DOI] [Full Text]
Radhakrishnan S, Duvvuru A, Kamarthi SV. Investigating Discrete Event Simulation Method to Assess the Effectiveness of Wearable Health Monitoring Devices.Procedia Econ Financ. 2014;11:838-856.
[PubMed] [DOI] [Full Text]
Armenian SH, Rinderknecht D, Au K, Lindenfeld L, Mills G, Siyahian A, Herrera C, Wilson K, Venkataraman K, Mascarenhas K, Tavallali P, Razavi M, Pahlevan N, Detterich J, Bhatia S, Gharib M. Accuracy of a Novel Handheld Wireless Platform for Detection of Cardiac Dysfunction in Anthracycline-Exposed Survivors of Childhood Cancer.Clin Cancer Res. 2018;24:3119-3125.
[RCA] [PubMed] [DOI] [Full Text][Cited by in Crossref: 15][Cited by in RCA: 19][Article Influence: 2.7][Reference Citation Analysis (0)]