1
|
Bouabida K, Chaves BG, Anane E, Jagram N. Navigating the landscape of remote patient monitoring in Canada: trends, challenges, and future directions. Front Digit Health 2025; 7:1523401. [PMID: 39968064 PMCID: PMC11832660 DOI: 10.3389/fdgth.2025.1523401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2024] [Accepted: 01/17/2025] [Indexed: 02/20/2025] Open
Abstract
Remote Patient Monitoring (RPM) has driven significant advancements in Canadian healthcare, especially during the transformative period from 2018 to 2023. This perspective article explores the state of play and examines the current landscape of RPM platforms adopted across Canada, detailing their functionalities and measurable impacts on healthcare outcomes, particularly in chronic disease management and hospital readmission reduction. We explore the regulatory, technical, and operational challenges that RPM faces, including critical issues around data privacy, security, and interoperability, factors essential for sustainable integration. Additionally, this article provides a balanced analysis of RPM's potential for continued growth within Canadian healthcare, highlighting its strengths and limitations in the post-2023 context and offering strategic recommendations to guide its future development. Keywords: Remote Patient Monitoring, Digital Health, Virtual Care, Canadian Healthcare, Healthcare Technology, AI, Perspectives.
Collapse
Affiliation(s)
- Khayreddine Bouabida
- Department of Public Health and Preventive Medicine, Research Center of the Hospital Center of the University of Montreal (CRCHUM), Montréal, QC, Canada
- École de Santé Publique (ESPUM), Université de Montréal, Montréal, QC, Canada
- Department of Biomedical Research, St. George’s University School of Medicine, Great River, NY, United States
- Department of Internal Medicine, The Brooklyn Hospital Center (TBHC), Brooklyn, NY, United States
| | - Breitner Gomes Chaves
- Departement of Community Health Sciences, Université de Sherbrooke, Sherbrooke, QC, Canada
| | - Enoch Anane
- Department of Internal Medicine, The Brooklyn Hospital Center (TBHC), Brooklyn, NY, United States
| | - Navaal Jagram
- Department of Biomedical Research, St. George’s University School of Medicine, Great River, NY, United States
| |
Collapse
|
2
|
Zhang DS, Millet L, Bellows BK, Lee S, Mann D. Program Cost and Return on Investment of a Remote Patient Monitoring Program for Hypertension Management. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.01.29.25321334. [PMID: 39974005 PMCID: PMC11838636 DOI: 10.1101/2025.01.29.25321334] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/21/2025]
Abstract
Objective To evaluate the program costs and financial sustainability of a remote patient monitoring for hypertension (RPM-HTN) program implemented in the cardiology practice of a large healthcare system. Study Design This economic evaluation utilized field observation, interviews, literature review, and quantitative analysis to assess RPM-HTN from March to June 2024 at New York University Langone Health. Methods A costing tool was developed to quantify program costs, including personnel, start-up, equipment, and supply expenses, expressed in 2024 USD. Reimbursement rates were estimated using the 2024 Medicare Physician Fee Schedule. The return on investment (ROI) was calculated as the ratio of net return to program costs. Univariate sensitivity analyses evaluated the impact of varying a single parameter at a time on ROI. Results The average cost of RPM-HTN was $330 per patient (range: $208-$452), with an annual program cost of $33,000 (range: $20,785-$45,168) for 100 patients enrolled from the Cardiology Division. Key expenses included data review by nurse practitioners ($172/patient), blood pressure device costs ($48/patient), and nurse-patient communication ($36/patient). ROI averaged 22.2% at 55% patient compliance with the RPM-HTN program. This ROI ranged from -11.1% (assuming program costs of $452) to 93.3% (assuming program costs of $208) per patient. ROI was most sensitive to changes in data review costs, insurance reimbursement, patient compliance, and device setup. Conclusions The RPM-HTN program demonstrated positive ROI, indicating financial sustainability in a large urban healthcare system. Improving patient compliance with the program and reducing human resource costs are critical for scaling RPM-HTN programs effectively.
Collapse
Affiliation(s)
- Donglan Stacy Zhang
- Center for Population Health and Health Services Research, Department of Foundations of Medicine, New York University Grossman Long Island School of Medicine, Mineola, NY
- Department of Population Health, New York University Grossman School of Medicine, New York, NY
| | - Laure Millet
- Healthcare Innovations Bridging Research, Informatics and Design, Department of Population Health, New York University Grossman School of Medicine, New York, NY
| | - Brandon K Bellows
- Division of General Medicine, Columbia University Irving Medical Center
| | - Sarah Lee
- Center for Population Health and Health Services Research, Department of Foundations of Medicine, New York University Grossman Long Island School of Medicine, Mineola, NY
| | - Devin Mann
- Healthcare Innovations Bridging Research, Informatics and Design, Department of Population Health, New York University Grossman School of Medicine, New York, NY
- MCIT Department of Health Informatics, NYU Langone Health
| |
Collapse
|
3
|
Tian H, Zhang K, Zhang J, Shi J, Qiu H, Hou N, Han F, Kan C, Sun X. Revolutionizing public health through digital health technology. PSYCHOL HEALTH MED 2025:1-16. [PMID: 39864819 DOI: 10.1080/13548506.2025.2458254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Accepted: 01/20/2025] [Indexed: 01/28/2025]
Abstract
The aging population and increasing chronic diseases strain public health systems. Advancements in digital health promise to tackle these challenges and enhance public health outcomes. Digital health integrates digital health technology (DHT) across healthcare, including smart consumer devices. This article examines the application of DHT in public health and its significant impact on revolutionizing the field. Historically, DHT has not only enhanced the efficiency of disease prevention, diagnosis, and treatment but also facilitated the equitable distribution of global health resources. Looking ahead, DHT holds vast potential in areas such as personalized medicine, telemedicine, and intelligent health management. However, it also encounters challenges such as ethics, privacy, and data security. To further advance DHT, concerted efforts are essential, including policy support, investment in research and development, involvement of medical institutions, and improvement of public digital health literacy.
Collapse
Affiliation(s)
- Hongzhan Tian
- Department of Endocrinology and Metabolism, Clinical Research Center, Affiliated Hospital of Shandong Second Medical University, Weifang, China
| | - Kexin Zhang
- Department of Endocrinology and Metabolism, Clinical Research Center, Affiliated Hospital of Shandong Second Medical University, Weifang, China
| | - Jingwen Zhang
- Department of Endocrinology and Metabolism, Clinical Research Center, Affiliated Hospital of Shandong Second Medical University, Weifang, China
| | - Junfeng Shi
- Department of Endocrinology and Metabolism, Clinical Research Center, Affiliated Hospital of Shandong Second Medical University, Weifang, China
| | - Hongyan Qiu
- Department of Endocrinology and Metabolism, Clinical Research Center, Affiliated Hospital of Shandong Second Medical University, Weifang, China
| | - Ningning Hou
- Department of Endocrinology and Metabolism, Clinical Research Center, Affiliated Hospital of Shandong Second Medical University, Weifang, China
| | - Fang Han
- Department of Pathology, Affiliated Hospital of Shandong Second Medical University, Weifang, China
| | - Chengxia Kan
- Department of Endocrinology and Metabolism, Clinical Research Center, Affiliated Hospital of Shandong Second Medical University, Weifang, China
| | - Xiaodong Sun
- Department of Endocrinology and Metabolism, Clinical Research Center, Affiliated Hospital of Shandong Second Medical University, Weifang, China
| |
Collapse
|
4
|
Sumner J, Tan SY, Wang Y, Keck CHS, Xin Lee EW, Chew EHH, Yip AW. Co-Designing Remote Patient Monitoring Technologies for Inpatients: Systematic Review. J Med Internet Res 2024; 26:e58144. [PMID: 39405106 PMCID: PMC11522647 DOI: 10.2196/58144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2024] [Revised: 06/21/2024] [Accepted: 07/25/2024] [Indexed: 11/01/2024] Open
Abstract
BACKGROUND The co-design of health technology enables patient-centeredness and can help reduce barriers to technology use. OBJECTIVE The study objectives were to identify what remote patient monitoring (RPM) technology has been co-designed for inpatients and how effective it is, to identify and describe the co-design approaches used to develop RPM technologies and in which contexts they emerge, and to identify and describe barriers and facilitators of the co-design process. METHODS We conducted a systematic review of co-designed RPM technologies for inpatients or for the immediate postdischarge period and assessed (1) their effectiveness in improving health outcomes, (2) the co-design approaches used, and (3) barriers and facilitators to the co-design process. Eligible records included those involving stakeholders co-designing RPM technology for use in the inpatient setting or during the immediate postdischarge period. Searches were limited to the English language within the last 10 years. We searched MEDLINE, Embase, CINAHL, PsycInfo, and Science Citation Index (Web of Science) in April 2023. We used the Joanna Briggs Institute critical appraisal checklist for quasi-experimental studies and qualitative research. Findings are presented narratively. RESULTS We screened 3334 reports, and 17 projects met the eligibility criteria. Interventions were designed for pre- and postsurgical monitoring (n=6), intensive care monitoring (n=2), posttransplant monitoring (n=3), rehabilitation (n=4), acute inpatients (n=1), and postpartum care (n=1). No projects evaluated the efficacy of their co-designed RPM technology. Three pilot studies reported clinical outcomes; their risk of bias was low to moderate. Pilot evaluations (11/17) also focused on nonclinical outcomes such as usability, usefulness, feasibility, and satisfaction. Common co-design approaches included needs assessment or ideation (16/17), prototyping (15/17), and pilot testing (11/17). The most commonly reported challenge to the co-design process was the generalizability of findings, closely followed by time and resource constraints and participant bias. Stakeholders' perceived value was the most frequently reported enabler of co-design. Other enablers included continued stakeholder engagement and methodological factors (ie, the use of flexible mixed method approaches and prototyping). CONCLUSIONS Co-design methods can help enhance interventions' relevance, usability, and adoption. While included studies measured usability, satisfaction, and acceptability-critical factors for successful implementation and uptake-we could not determine the clinical effectiveness of co-designed RPM technologies. A stronger commitment to clinical evaluation is needed. Studies' use of diverse co-design approaches can foster stakeholder inclusivity, but greater standardization in co-design terminology is needed to improve the quality and consistency of co-design research.
Collapse
Affiliation(s)
- Jennifer Sumner
- Medical Affairs-Research, Alexandra Hospital, Singapore, Singapore
- Alexandra Research Centre for Healthcare In the Virtual Environment (ARCHIVE), Alexandra Hospital, Singapore, Singapore
| | - Si Ying Tan
- Alexandra Research Centre for Healthcare In the Virtual Environment (ARCHIVE), Alexandra Hospital, Singapore, Singapore
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
| | - Yuchen Wang
- School of Computing, National University of Singapore, Singapore, Singapore
| | - Camille Hui Sze Keck
- Alexandra Research Centre for Healthcare In the Virtual Environment (ARCHIVE), Alexandra Hospital, Singapore, Singapore
| | - Eunice Wei Xin Lee
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Emily Hwee Hoon Chew
- Alexandra Research Centre for Healthcare In the Virtual Environment (ARCHIVE), Alexandra Hospital, Singapore, Singapore
| | - Alexander Wenjun Yip
- Alexandra Research Centre for Healthcare In the Virtual Environment (ARCHIVE), Alexandra Hospital, Singapore, Singapore
| |
Collapse
|
5
|
van Harten W, Doggen C, Kooij L. Organizing Virtual Care, Digital Services Replacing Hospital In-Care and Outpatient Care. MAYO CLINIC PROCEEDINGS. DIGITAL HEALTH 2024; 2:405-410. [PMID: 40206124 PMCID: PMC11975975 DOI: 10.1016/j.mcpdig.2024.06.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Revised: 06/17/2024] [Accepted: 06/24/2024] [Indexed: 04/11/2025]
Abstract
Hospital-based digital care and virtual care are becoming increasingly common and their reach and scope are expanding in terms of patient groups and technological sophistication. The objective of this viewpoint is to provide guidance on design and factors that can be decisive for the organization of virtual care from a hospital's perspective. Relevant aspects to be taken into account are as follows: characteristics of the technology, in a broader sense, the nature and intensity of provider involvement and supervision, the degree of self-management by the patient and his environment, the relation and cooperation mechanisms with other providers as home care, general practitioner 's and other specialist care, the matter of (economies of) scale and finally the uniformity of processes over geographic regions and providers. We provide suggestions for further research and future policy related to these aspects.
Collapse
Affiliation(s)
- Wim van Harten
- Department of Health Technology and Services Research, University of Twente, Enschede, The Netherlands
- Science Department, Rijnstate Hospital, Arnhem, The Netherlands
| | - Carine Doggen
- Department of Health Technology and Services Research, University of Twente, Enschede, The Netherlands
- Science Department, Rijnstate Hospital, Arnhem, The Netherlands
| | - Laura Kooij
- Science Department, Rijnstate Hospital, Arnhem, The Netherlands
- Netherlands E-health Living Laboratory, Leiden University, Leiden, The Netherlands
| |
Collapse
|
6
|
Smith W, Colbert BM, Namouz T, Caven D, Ewing JA, Albano AW. Remote Patient Monitoring Is Associated with Improved Outcomes in Hypertension: A Large, Retrospective, Cohort Analysis. Healthcare (Basel) 2024; 12:1583. [PMID: 39201142 PMCID: PMC11353537 DOI: 10.3390/healthcare12161583] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Revised: 07/22/2024] [Accepted: 08/07/2024] [Indexed: 09/02/2024] Open
Abstract
Hypertension (HTN) is a chronic condition that requires careful monitoring and management. Blood pressure readings in the clinic and self-reported blood pressure readings are often too intermittent to allow for careful management. Remote patient monitoring is a solution that may have positive impacts on HTN management. Individuals at cardiac and primary care clinics were prescribed a remote patient-monitoring (RPM) program. Patients were sent blood pressure monitors that were enabled to transmit data over cellular networks. We reviewed trends in HTN management retrospectively in patients who had previously been on conventional therapy for a year and participated in RPM for a minimum of 90 days. There were 6595 patients enrolled, and the mean duration on RPM was 289 days. A total of 4370 participants (66.3%) had uncontrolled HTN, and 2476 (37.5%) had stage 2 HTN. After at least 90 days on the RPM program, the number of patients with uncontrolled HTN reduced to 2648 (40.2%, p < 0.01), and the number of patients with stage 2 HTN reduced to 1261 (19.1%, p < 0.01). Systolic blood pressure improved by 7.3 mmHg for all patients and 16.7 mmHg for stage 2 HTN. There was improvement in mean arterial pressure (MAP) in all patients with uncontrolled HTN by 8.5 mmHg (p < 0.0001). RPM is associated with improved HTN control and provides further evidence supporting telehealth programs which can aid in chronic disease management.
Collapse
Affiliation(s)
- Wesley Smith
- HealthSnap, Miami, FL 33136, USA; (W.S.); (B.M.C.)
| | | | - Tariq Namouz
- Prisma Health Upstate, Greenville, SC 29605, USA; (T.N.); (J.A.E.)
| | - Dean Caven
- Virginia Cardiovascular Specialists, Mechanicsville, VA 23116, USA;
| | - Joseph A. Ewing
- Prisma Health Upstate, Greenville, SC 29605, USA; (T.N.); (J.A.E.)
| | - Andrew W. Albano
- Prisma Health Upstate, Greenville, SC 29605, USA; (T.N.); (J.A.E.)
| |
Collapse
|
7
|
Stewart C, Wu H, Alagappan U, Azuara-Blanco A, King AJ, Tatham AJ, Hernández R, Lowe B, Shotton D, Appiah N, Coffey T, Vadiveloo T, MacLennan G, Gillies K. Feasibility of in-home monitoring for people with glaucoma: the I-TRAC mixed-methods study. Health Technol Assess 2024; 28:1-163. [PMID: 39248430 PMCID: PMC11404360 DOI: 10.3310/gtwd6802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/10/2024] Open
Abstract
Background Glaucoma is a chronic disease of the optic nerve and a leading cause of severe visual loss in the UK. Once patients have been diagnosed, they need regular monitoring at hospital eye services. Recent advances in technology mean patients with glaucoma can now monitor their disease at home. This could be more convenient for patients and potentially reduce costs and increase capacity for the NHS. However, it is uncertain whether self-monitoring would be acceptable or possible for patients with glaucoma. Objectives The objectives were to: identify which patients are most appropriate for home monitoring; understand views of key stakeholders (patients, clinicians, researchers) on whether home glaucoma monitoring is feasible and acceptable; develop a conceptual framework for the economic evaluation of home glaucoma monitoring; and explore the need for and provide evidence on the design of a future study to evaluate the clinical and cost-effectiveness of digital technologies for home monitoring of glaucoma. Design In-home Tracking of glaucoma: Reliability, Acceptability, and Cost (I-TRAC) was a multiphase mixed-methods feasibility study with key components informed by theoretical and conceptual frameworks. Setting Expert glaucoma specialists in the UK recruited through professional glaucoma societies; study site staff and patient participants recruited through three UK hospital eye services (England, Scotland, Northern Ireland); and UK research teams recruited though existing networks. Intervention Home tonometer that measures intraocular pressure and a tablet computer with a visual function application. Patients were asked to use the technology weekly for 12 weeks. Results Forty-two patients were recruited. Retention and completion of follow-up procedures was successful, with 95% (n = 40) completing the 3-month follow-up clinic visits. Adherence to the interventions was generally high [adherence to both devices (i.e. ≥ 80% adherence) was 55%]. Overall, patients and healthcare professionals were cautiously optimistic about the acceptability of digital technologies for home monitoring of patients with glaucoma. While most clinicians were supportive of the potential advantages glaucoma home monitoring could offer, concerns about the technologies (e.g. reliability and potential to miss disease progression) and how they would fit into routine care need to be addressed. Additionally, clarity is required on defining the ideal population for this intervention. Plans for how to evaluate value for money in a future study were also identified. However, the study also highlighted several unknowns relating to core components of a future evaluative study that require addressing before progression to a definitive effectiveness trial. Limitations The main limitation relates to our sample and its generalisability, for example, the over-representation of educated persons of white ethnicity who were generally experienced with technology and research motivated. Conclusions The In-home Tracking of glaucoma: Reliability, Acceptability, and Cost study has demonstrated 'cautious optimism' when considering patients' and healthcare professionals' views on the acceptability of digital technologies for home monitoring of patients with glaucoma. However, the study also highlighted several unknowns relating to the research question and design of a future evaluative study that require addressing before progression to a randomised controlled trial. Future work Further research is required to determine the appropriate population (i.e. low vs. high risk of progression) and further refine the intervention components and delivery for planning of future evaluation studies. Study registration This study is registered as Research Registry #6213. Funding This award was funded by the National Institute for Health and Care Research (NIHR) Health Technology Assessment programme (NIHR award ref: NIHR129248) and is published in full in Health Technology Assessment; Vol. 28, No. 44. See the NIHR Funding and Awards website for further award information.
Collapse
Affiliation(s)
- Carrie Stewart
- Health Services Research Unit, University of Aberdeen, Aberdeen, UK
| | - Hangjian Wu
- Health Economics Research Unit, University of Aberdeen, Aberdeen, UK
| | - Uma Alagappan
- Health Services Research Unit, University of Aberdeen, Aberdeen, UK
| | | | - Anthony J King
- Ophthalmology, Nottingham University Hospitals NHS Trust, Nottingham, UK
| | | | - Rodolfo Hernández
- Health Economics Research Unit, University of Aberdeen, Aberdeen, UK
| | | | | | - Nana Appiah
- Health Services Research Unit, University of Aberdeen, Aberdeen, UK
| | - Taylor Coffey
- Health Services Research Unit, University of Aberdeen, Aberdeen, UK
| | - Thenmalar Vadiveloo
- Health Services Research Unit, University of Aberdeen, Aberdeen, UK
- The Centre for Health Randomised Trials (CHaRT), University of Aberdeen, Aberdeen, UK
| | - Graeme MacLennan
- Health Services Research Unit, University of Aberdeen, Aberdeen, UK
- The Centre for Health Randomised Trials (CHaRT), University of Aberdeen, Aberdeen, UK
| | - Katie Gillies
- Health Services Research Unit, University of Aberdeen, Aberdeen, UK
| |
Collapse
|
8
|
Gunn R, Watkins SL, Boston D, Rosales AG, Massimino S, Navale S, Fitzpatrick SL, Dickerson J, Gold R, Lee G, McMullen CK. Evaluation of a Remote Patient Monitoring Program During the COVID-19 Pandemic: Retrospective Case Study With a Mixed Methods Explanatory Sequential Design. JMIR Form Res 2024; 8:e55732. [PMID: 38980716 PMCID: PMC11267095 DOI: 10.2196/55732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Revised: 05/06/2024] [Accepted: 05/08/2024] [Indexed: 07/10/2024] Open
Abstract
BACKGROUND Community health center (CHC) patients experience a disproportionately high prevalence of chronic conditions and barriers to accessing technologies that might support the management of these conditions. One such technology includes tools used for remote patient monitoring (RPM), the use of which surged during the COVID-19 pandemic. OBJECTIVE The aim of this study was to assess how a CHC implemented an RPM program during the COVID-19 pandemic. METHODS This retrospective case study used a mixed methods explanatory sequential design to evaluate a CHC's implementation of a suite of RPM tools during the COVID-19 pandemic. Analyses used electronic health record-extracted health outcomes data and semistructured interviews with the CHC's staff and patients participating in the RPM program. RESULTS The CHC enrolled 147 patients in a hypertension RPM program. After 6 months of RPM use, mean systolic blood pressure (BP) was 13.4 mm Hg lower and mean diastolic BP 6.4 mm Hg lower, corresponding with an increase in hypertension control (BP<140/90 mm Hg) from 33.3% of patients to 81.5%. Considerable effort was dedicated to standing up the program, reinforced by organizational prioritization of chronic disease management, and by a clinician who championed program implementation. Noted barriers to implementation of the RPM program were limited initial training, lack of sustained support, and complexities related to the RPM device technology. CONCLUSIONS While RPM technology holds promise for addressing chronic disease management, successful RPM program requires substantial investment in implementation support and technical assistance.
Collapse
Affiliation(s)
- Rose Gunn
- OCHIN, Inc, Portland, OR, United States
| | | | | | - A Gabriela Rosales
- Kaiser Permanente Center for Health Research, Kaiser Permanente, Portland, OR, United States
| | - Stefan Massimino
- Kaiser Permanente Center for Health Research, Kaiser Permanente, Portland, OR, United States
| | | | - Stephanie L Fitzpatrick
- Kaiser Permanente Center for Health Research, Kaiser Permanente, Portland, OR, United States
| | - John Dickerson
- Kaiser Permanente Center for Health Research, Kaiser Permanente, Portland, OR, United States
| | - Rachel Gold
- OCHIN, Inc, Portland, OR, United States
- Kaiser Permanente Center for Health Research, Kaiser Permanente, Portland, OR, United States
| | - George Lee
- Asian Health Services, Oakland, CA, United States
| | - Carmit K McMullen
- Kaiser Permanente Center for Health Research, Kaiser Permanente, Portland, OR, United States
| |
Collapse
|
9
|
Jones RD, Peng C, Jones CD, Long B, Helton V, Eswaran H. Cellular-Enabled Remote Patient Monitoring for Pregnancies Complicated by Hypertension. CARDIOVASCULAR DIGITAL HEALTH JOURNAL 2024; 5:156-163. [PMID: 38989044 PMCID: PMC11232352 DOI: 10.1016/j.cvdhj.2024.03.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/12/2024] Open
Abstract
Introduction Unmanaged hypertension in pregnancy is the second most common cause of direct maternal death and disproportionately affects women in rural areas. While telehealth technologies have worked to reduce barriers to healthcare, lack of internet access has created new challenges. Cellular-enabled remote patient monitoring devices provide an alternative option for those without access to internet. Objective This study aimed to assess maternal and neonatal clinical outcomes and patient acceptability of an integrated model of cellular-enabled remote patient monitoring devices for blood pressure supported by a 24/7 nurse call center. Methods In a mixed-methods study, 20 women with hypertension during pregnancy were given a cellular-enabled BodyTrace blood pressure cuff. Participants' blood pressures were continuously monitored by a nurse call center. Participants completed a baseline survey, post-survey, and semi-structured interview after 8 weeks of device use. Results Participants reported a significant decrease in perceived stress after device use (P = .0004), high satisfaction with device usability (mean = 78.38, SD = 13.68), and high intention to continue device use (mean = 9.05, SD = 1.96). Relatively low hospitalization and emergency department rates was observed (mean = 0.35, SD = 0.59; mean = 0.75, SD = 0.91). Participant-perceived benefits of device use included convenience, perceived better care owing to increased monitoring, and patient empowerment. Perceived disadvantages included higher blood pressure readings compared to clinical readings and excessive calls from call center. Conclusion Remote patient monitoring for women whose pregnancies are complicated by hypertension can reduce barriers and improve health outcomes for women living in rural and low-health-resource areas.
Collapse
Affiliation(s)
- Rebecca D Jones
- University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Cheng Peng
- University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Crystal D Jones
- University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Brianna Long
- University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Victoria Helton
- University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Hari Eswaran
- University of Arkansas for Medical Sciences, Little Rock, Arkansas
| |
Collapse
|
10
|
Pauly N, Nair P, Augenstein J. Remote Physiologic Monitoring Use Among Medicaid Population Increased, 2019-21. Health Aff (Millwood) 2024; 43:701-706. [PMID: 38709970 DOI: 10.1377/hlthaff.2023.00756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/08/2024]
Abstract
Remote physiologic monitoring use increased more than 1,300 percent from 2019 to 2021, and use varied by state. This increase was driven by a small number of (predominantly internal medicine) providers. Female beneficiaries, residents of metropolitan areas, and people diagnosed with diabetes or hypertension had the highest rates of use.
Collapse
Affiliation(s)
- Nathan Pauly
- Nathan Pauly , Manatt Health Strategies, Chicago, Illinois
| | - Puja Nair
- Puja Nair, Centers for Medicare and Medicaid Services, Washington, D.C
| | | |
Collapse
|
11
|
De Guzman KR, Gavanescu D, Smith AC, Snoswell CL. Economic evaluations of telepharmacy services in non-cancer settings: A systematic review. Res Social Adm Pharm 2024; 20:246-254. [PMID: 38195343 DOI: 10.1016/j.sapharm.2024.01.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 11/19/2023] [Accepted: 01/04/2024] [Indexed: 01/11/2024]
Abstract
BACKGROUND Telepharmacy is the provision of pharmacy services from a distance to a patient using telecommunications and other technologies. There has been limited research investigating the cost-effectiveness of telepharmacy services. OBJECTIVE To provide a comprehensive review and narrative synthesis of the available economic evidence on telepharmacy services in non-cancer settings. METHOD A systematic literature search of four databases including PubMed, Embase, CINAHL, and EconLit was undertaken to identify economic evaluations comparing telepharmacy services to standard pharmacy care. Abstracts and full texts were screened by two independent reviewers for inclusion against the eligibility criteria. Key economic findings were extracted from included articles to determine the cost-effectiveness of the reported telepharmacy services. RESULTS The review included six studies; two were cost-minimisation analyses, three were cost effectiveness analyses (CEA) and one study conducted both a CEA and cost-utility analysis. Telepharmacy services predominantly relied upon telephone modes of communication, with three that used remote patient monitoring. These services managed a variety of clinical situations which included newly initiated antibiotics, antiretroviral therapy management, and medications for chronic conditions, as well as hypertension management. Articles were of relatively high reporting quality, scoring an average of 83% on the Consolidated Health Economics Reporting Standards checklist. Four of the six studies reported that telepharmacy was less costly than usual care, with two that reported telepharmacy as cost-effective to the healthcare system according to a specified cost-effectiveness threshold. CONCLUSIONS Overall, this review demonstrates that there is emerging evidence that telepharmacy services can be cost-effective compared with standard care in non-cancer settings. Further research is needed to complement these findings, particularly reflecting the increased uptake of telehealth and telepharmacy services since the onset of the Coronavirus disease pandemic.
Collapse
Affiliation(s)
- Keshia R De Guzman
- Centre for Online Health, The University of Queensland, Brisbane, Australia; Centre for Health Services Research, The University of Queensland, Brisbane, Australia; School of Pharmacy, The University of Queensland, Brisbane, Australia; Pharmacy Department, Princess Alexandra Hospital, Brisbane, Australia.
| | - Danielle Gavanescu
- Centre for Online Health, The University of Queensland, Brisbane, Australia; Centre for Health Services Research, The University of Queensland, Brisbane, Australia
| | - Anthony C Smith
- Centre for Online Health, The University of Queensland, Brisbane, Australia; Centre for Health Services Research, The University of Queensland, Brisbane, Australia; Centre for Innovative Medical Technology, University of Southern Denmark, Denmark
| | - Centaine L Snoswell
- Centre for Online Health, The University of Queensland, Brisbane, Australia; Centre for Health Services Research, The University of Queensland, Brisbane, Australia
| |
Collapse
|
12
|
Snoswell CL, Vitangcol KJ, Haydon HM, Gray LC, Leedie F, Smith AC, Caffery LJ. Cost-effectiveness of remote patient monitoring for First Nations peoples living with diabetes in regional Australia. J Telemed Telecare 2023; 29:3S-7S. [PMID: 38007695 DOI: 10.1177/1357633x231214019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2023]
Abstract
The aim of this study was to determine the cost-effectiveness of remote patient monitoring (RPM) with First Nations peoples living with diabetes. This study was set at the Goondir Health Service (GHS), an Aboriginal and Torres Strait Islander Community-Controlled Health in South-West Queensland. Electronic medical records and RPM data were provided by the GHS. Clinical effectiveness was determined by comparing mean HbA1c before and after enrolment in the RPM service. Our analysis found no statistically significant effect between the mean HbA1c before and after enrolment, so this analysis focused on net-benefit and return on investment for costs from the perspective of the GHS. The 6-month RPM service for 84 clients cost AUD $67,841 to cover RPM equipment, ongoing technology costs, and a dedicated Virtual Care Manager, equating to $808 per client. There were 199 additional client-clinician interactions in the period after enrolment resulting in an additional $4797 revenue for the GHS. Therefore, the program cost the GHS $63,044 to deliver, representing a return on investment of around 7 cents for every dollar they spent. Whilst the diabetes RPM service was equally effective as usual care and resulted in increased interactions with clients, the cost for the service was substantially more than the additional revenue generated from increased interactions. This evidence highlights the need for alternative funding models for RPM services and demonstrates the need to focus future research on long-term clinical effects and the extra-clinical benefits resulting from services of this type.
Collapse
Affiliation(s)
- Centaine L Snoswell
- Centre for Online Health, The University of Queensland, Brisbane, Australia
- Centre for Health Services Research, The University of Queensland, Brisbane, Australia
| | - Kathryn J Vitangcol
- Centre for Online Health, The University of Queensland, Brisbane, Australia
- Centre for Health Services Research, The University of Queensland, Brisbane, Australia
| | - Helen M Haydon
- Centre for Online Health, The University of Queensland, Brisbane, Australia
- Centre for Health Services Research, The University of Queensland, Brisbane, Australia
| | - Leonard C Gray
- Centre for Health Services Research, The University of Queensland, Brisbane, Australia
| | | | - Anthony C Smith
- Centre for Online Health, The University of Queensland, Brisbane, Australia
- Centre for Health Services Research, The University of Queensland, Brisbane, Australia
- Centre for Innovative Medical Technology, University of Southern Denmark, Odense, Denmark
| | - Liam J Caffery
- Centre for Online Health, The University of Queensland, Brisbane, Australia
- Centre for Health Services Research, The University of Queensland, Brisbane, Australia
| |
Collapse
|
13
|
Hayek MA, Giannouchos T, Lawley M, Kum HC. Economic Evaluation of Blood Pressure Monitoring Techniques in Patients With Hypertension: A Systematic Review. JAMA Netw Open 2023; 6:e2344372. [PMID: 37988078 PMCID: PMC10663963 DOI: 10.1001/jamanetworkopen.2023.44372] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 10/12/2023] [Indexed: 11/22/2023] Open
Abstract
Importance Blood pressure monitoring is critical to the timely diagnosis and treatment of hypertension. At-home self-monitoring techniques are highly effective in managing high blood pressure; however, evidence regarding the cost-effectiveness of at-home self-monitoring compared with traditional monitoring in clinical settings remains unclear. Objective To identify and synthesize published research examining the cost-effectiveness of at-home blood pressure self-monitoring relative to monitoring in a clinical setting among patients with hypertension. Evidence Review A systematic literature search of 5 databases (PubMed, MEDLINE, Embase, EconLit, and CINAHL) followed by a backward citation search was conducted in September 2022. Full-text, peer-reviewed articles in English including patients with high blood pressure (systolic blood pressure ≥130 mm Hg and diastolic blood pressure ≥80 mm Hg) at baseline were included. Data from studies comparing at-home self-monitoring with clinical-setting monitoring alternatives were extracted, and the outcomes of interest included incremental cost-effectiveness and cost-utility ratios. Non-peer-reviewed studies or studies with pregnant women and children were excluded. To ensure accuracy and reliability, 2 authors independently evaluated all articles for eligibility and extracted relevant data from the selected articles. Findings Of 1607 articles identified from 5 databases, 16 studies met the inclusion criteria. Most studies were conducted in the US (6 [40%]) and in the UK (6 [40%]), and almost all studies (14 [90%]) used a health care insurance system perspective to determine costs. Nearly half the studies used quality-adjusted life-years gained and cost per 1-mm Hg reduction in blood pressure as outcomes. Overall, at-home blood pressure monitoring (HBPM) was found to be more cost-effective than monitoring in a clinical setting, particularly over a minimum 10-year time horizon. Among studies comparing HBPM alone vs 24-hour ambulatory blood pressure monitoring (ABPM) or HBPM combined with additional support or team-based care, the latter were found to be more cost-effective. Conclusions and Relevance In this systematic review, at-home blood pressure self-monitoring, particularly using automatic 24-hour continuous blood pressure measurements or combined with additional support or team-based care, demonstrated the potential to be cost-effective long-term compared with care in the physical clinical setting and could thus be prioritized for patients with hypertension from a cost-effectiveness standpoint.
Collapse
Affiliation(s)
- Michelle A. Hayek
- Population Informatics Lab, Department of Industrial and Systems Engineering, Texas A&M University, College Station
| | - Theodoros Giannouchos
- Department of Health Policy and Organization, School of Public Health, The University of Alabama at Birmingham
| | - Mark Lawley
- Department of Industrial and Systems Engineering, Texas A&M University, College Station
| | - Hye-Chung Kum
- Population Informatics Lab, Department of Health Policy and Management, Texas A&M University School of Public Health, College Station
| |
Collapse
|
14
|
Minty E, Bray E, Bachus CB, Everett B, Smith KM, Matijevich E, Hajizadeh M, Armstrong DG, Liden B. Preventative Sensor-Based Remote Monitoring of the Diabetic Foot in Clinical Practice. SENSORS (BASEL, SWITZERLAND) 2023; 23:6712. [PMID: 37571496 PMCID: PMC10422561 DOI: 10.3390/s23156712] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 07/13/2023] [Accepted: 07/17/2023] [Indexed: 08/13/2023]
Abstract
Diabetes and its complications, particularly diabetic foot ulcers (DFUs), pose significant challenges to healthcare systems worldwide. DFUs result in severe consequences such as amputation, increased mortality rates, reduced mobility, and substantial healthcare costs. The majority of DFUs are preventable and treatable through early detection. Sensor-based remote patient monitoring (RPM) has been proposed as a possible solution to overcome limitations, and enhance the effectiveness, of existing foot care best practices. However, there are limited frameworks available on how to approach and act on data collected through sensor-based RPM in DFU prevention. This perspective article offers insights from deploying sensor-based RPM through digital DFU prevention regimens. We summarize the data domains and technical architecture that characterize existing commercially available solutions. We then highlight key elements for effective RPM integration based on these new data domains, including appropriate patient selection and the need for detailed clinical assessments to contextualize sensor data. Guidance on establishing escalation pathways for remotely monitored at-risk patients and the importance of predictive system management is provided. DFU prevention RPM should be integrated into a comprehensive disease management strategy to mitigate foot health concerns, reduce activity-associated risks, and thereby seek to be synergistic with other components of diabetes disease management. This integrated approach has the potential to enhance disease management in diabetes, positively impacting foot health and the healthspan of patients living with diabetes.
Collapse
Affiliation(s)
- Evan Minty
- Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada
| | - Emily Bray
- Orpyx Medical Technologies, Inc., Calgary, AB T2G 1M8, Canada (E.M.); (M.H.)
| | - Courtney B. Bachus
- Orpyx Medical Technologies, Inc., Calgary, AB T2G 1M8, Canada (E.M.); (M.H.)
| | - Breanne Everett
- Orpyx Medical Technologies, Inc., Calgary, AB T2G 1M8, Canada (E.M.); (M.H.)
| | - Karen M. Smith
- Orpyx Medical Technologies, Inc., Calgary, AB T2G 1M8, Canada (E.M.); (M.H.)
| | - Emily Matijevich
- Orpyx Medical Technologies, Inc., Calgary, AB T2G 1M8, Canada (E.M.); (M.H.)
| | - Maryam Hajizadeh
- Orpyx Medical Technologies, Inc., Calgary, AB T2G 1M8, Canada (E.M.); (M.H.)
| | - David G. Armstrong
- Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
- USC Limb Preservation Program, Los Angeles, CA 90033, USA
- Southwestern Academic Limb Salvage Alliance (SALSA), Los Angeles, CA 90033, USA
- USC Center to Stream Healthcare in Place (C2SHIP), Los Angeles, CA 90033, USA
| | - Brock Liden
- Cutting Edge Research, Circleville, OH 43113, USA
| |
Collapse
|
15
|
Keil A, Gaus O, Bruck R, Hahn K. Concept of a new Medical Data-Driven Health Care Model based on Remote Patient Monitoring. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2023; 2023:1-4. [PMID: 38083524 DOI: 10.1109/embc40787.2023.10340292] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2023]
Abstract
This paper introduces a health care model for a physician supervised remote monitoring process of patient's vital signs. The model is discussed from a process view, a medical view and a technical view. Subsequently, different scenarios for patients at home with and without outpatient care, and in a nursing home were compared. Parts of this model have been implemented and evaluated as a proof of concept.Clinical Relevance- Remote patient monitoring has the potential to relieve general practitioners in their work and help them to improve prevention and treatment of their patients. The prevention aspect in particular can contribute to a general reduction in the burden on the entire health care system.
Collapse
|
16
|
Abstract
We stand at a critical juncture in the delivery of health care for hypertension. Blood pressure control rates have stagnated, and traditional health care is failing. Fortunately, hypertension is exceptionally well-suited to remote management, and innovative digital solutions are proliferating. Early strategies arose with the spread of digital medicine, long before the COVID-19 pandemic forced lasting changes to the way medicine is practiced. Highlighting one contemporary example, this review explores salient features of remote management hypertensive programs, including: an automated algorithm to guide clinical decisions, home (as opposed to office) blood pressure measurements, an interdisciplinary care team, and robust information technology and analytics. Dozens of emerging hypertension management solutions are contributing to a highly fragmented and competitive landscape. Beyond viability, profit and scalability are critical. We explore the challenges impeding large-scale acceptance of these programs and conclude with a hopeful look to the future when remote hypertension care will have dramatic impact on global cardiovascular health.
Collapse
Affiliation(s)
- Simin Gharib Lee
- Division of Cardiology, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | - Naomi D.L. Fisher
- Division of Endocrinology, Diabetes and Hypertension, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| |
Collapse
|
17
|
Zhang Y, Peña MT, Fletcher LM, Lal L, Swint JM, Reneker JC. Economic evaluation and costs of remote patient monitoring for cardiovascular disease in the United States: a systematic review. Int J Technol Assess Health Care 2023; 39:e25. [PMID: 37114456 PMCID: PMC11574531 DOI: 10.1017/s0266462323000156] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Revised: 02/26/2023] [Accepted: 03/05/2023] [Indexed: 04/29/2023]
Abstract
BACKGROUND Remote patient monitoring (RPM) has emerged as a viable and valuable care delivery method to improve chronic disease management. In light of the high prevalence and substantial economic burden of cardiovascular disease (CVD), this systematic review examines the cost and cost-effectiveness of using RPM to manage CVD in the United States. METHODS We systematically searched databases to identify potentially relevant research. Findings were synthesized for cost and cost-effectiveness by economic study type with consideration of study perspective, intervention, clinical outcome, and time horizon. The methodological quality was assessed using the Joanna Briggs Institute Checklist for Economic Evaluations. RESULTS Thirteen articles with fourteen studies published between 2011 and 2021 were included in the final review. Studies from the provider perspective with a narrow scope of cost components identified higher costs and similar effectiveness for the RPM group relative to the usual care group. However, studies from payer and healthcare sector perspectives indicate better clinical effectiveness of RPM relative to usual care, with two cost-utility analysis studies suggesting that RPM relative to usual care is a cost-effective tool for CVD management even at the conservative $50,000 per Quality-Adjusted Life-Year threshold. Additionally, all model-based studies revealed that RPM is cost-effective in the long run. CONCLUSIONS Full economic evaluations identified RPM as a potentially cost-effective tool, particularly for long-term CVD management. In addition to the current literature, rigorous economic analysis with a broader perspective is needed in evaluating the value and economic sustainability of RPM.
Collapse
Affiliation(s)
- Yunxi Zhang
- Department of Data Science, John D. Bower School of Population Health, University of Mississippi Medical Center, Jackson, MS39216, USA
| | - Maria T Peña
- Department of Management, Policy and Community Health, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX78712, USA
| | - Lauren M Fletcher
- Brown University Library, Brown University, Providence, RI02912, USA
- Rowland Medical Library, University of Mississippi Medical Center, Jackson, MS39216, USA
| | - Lincy Lal
- Department of Management, Policy and Community Health, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX78712, USA
| | - J Michael Swint
- Department of Management, Policy and Community Health, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX78712, USA
- Center for Clinical Research and Evidence-Based Medicine, John P and Katherine G McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX77030, USA
| | - Jennifer C Reneker
- Department of Population Health Science, John D. Bower School of Population Health, University of Mississippi Medical Center, Jackson, MS39216, USA
| |
Collapse
|
18
|
Raso E, Bianco GM, Bracciale L, Marrocco G, Occhiuzzi C, Loreti P. Privacy-Aware Architectures for NFC and RFID Sensors in Healthcare Applications. SENSORS (BASEL, SWITZERLAND) 2022; 22:s22249692. [PMID: 36560061 PMCID: PMC9785613 DOI: 10.3390/s22249692] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 12/05/2022] [Accepted: 12/07/2022] [Indexed: 06/12/2023]
Abstract
World population and life expectancy have increased steadily in recent years, raising issues regarding access to medical treatments and related expenses. Through last-generation medical sensors, NFC (Near Field Communication) and radio frequency identification (RFID) technologies can enable healthcare internet of things (H-IoT) systems to improve the quality of care while reducing costs. Moreover, the adoption of point-of-care (PoC) testing, performed whenever care is needed to return prompt feedback to the patient, can generate great synergy with NFC/RFID H-IoT systems. However, medical data are extremely sensitive and require careful management and storage to protect patients from malicious actors, so secure system architectures must be conceived for real scenarios. Existing studies do not analyze the security of raw data from the radiofrequency link to cloud-based sharing. Therefore, two novel cloud-based system architectures for data collected from NFC/RFID medical sensors are proposed in this paper. Privacy during data collection is ensured using a set of classical countermeasures selected based on the scientific literature. Then, data can be shared with the medical team using one of two architectures: in the first one, the medical system manages all data accesses, whereas in the second one, the patient defines the access policies. Comprehensive analysis of the H-IoT system can be useful for fostering research on the security of wearable wireless sensors. Moreover, the proposed architectures can be implemented for deploying and testing NFC/RFID-based healthcare applications, such as, for instance, domestic PoCs.
Collapse
Affiliation(s)
- Emanuele Raso
- Department of Electronic Engineering, University of Rome Tor Vergata, 00133 Roma, Italy
| | - Giulio Maria Bianco
- Pervasive Electromagnetics Lab, Department of Civil Engineering and Computer Science Engineering, University of Rome Tor Vergata, 00133 Roma, Italy
| | - Lorenzo Bracciale
- Department of Electronic Engineering, University of Rome Tor Vergata, 00133 Roma, Italy
| | - Gaetano Marrocco
- Pervasive Electromagnetics Lab, Department of Civil Engineering and Computer Science Engineering, University of Rome Tor Vergata, 00133 Roma, Italy
| | - Cecilia Occhiuzzi
- Pervasive Electromagnetics Lab, Department of Civil Engineering and Computer Science Engineering, University of Rome Tor Vergata, 00133 Roma, Italy
| | - Pierpaolo Loreti
- Department of Electronic Engineering, University of Rome Tor Vergata, 00133 Roma, Italy
| |
Collapse
|