ReviewSensors (Basel, Switzerland)2023
Internet of Medical Things and Healthcare 4.0: Trends, Requirements, Challenges, and Research Directions.
Review in Sensors (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
35 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Adoption of Internet of Things in Health Care: Weighted and Meta-Analytical Review of Theoretical Frameworks and Predictors.Journal of medical Internet research · 2026Pooled it
- Internet of Things-Based Home Respiratory Muscle Training for Patients with Chronic Obstructive Pulmonary Disease: A Randomized Clinical Trial.International journal of chronic obstructive pulmonary disease · 2024Trial
- Trustworthy AI-Powered Intrusion Detection for the Internet of Medical Things (IoMT): A Review.Sensors (Basel, Switzerland) · 2026Review
- Shaping the Future of Men's Health: How AI Could Be a Transformative Tool for Better Patient Outcomes and Provider Efficiency.Journal of medical Internet research · 2026Article
- Quality Improvement Initiatives in Pediatric Emergency Care in Low-Resource Settings: Addressing Patient Safety and Outcomes.International journal of pediatrics · 2026Review
- AI-driven intrusion detection and lightweight authentication framework for secure and efficient medical sensor networks.Scientific reports · 2025Article
- Gene expression profiling and predictive modeling of cancer biomarkers using machine learning and IoT-Enabled biosensors.Scientific reports · 2025Article
- Smart Water Management: An Energetically Autonomous IoT-Based Application for Pressure and Flow Monitoring in Water Distribution Systems.Sensors (Basel, Switzerland) · 2025Article
- The B-Health Box: A Standards-Based Fog IoT Gateway for Interoperable Health and Wellbeing Data Collection.Sensors (Basel, Switzerland) · 2025Article
- Characteristics of cohort data management systems (CDMS): a scoping review.BMC medical research methodology · 2025Article
- From Innovation to Integration: Bridging the Gap Between IoMT Technologies and Real-World Health Management Systems.Sensors (Basel, Switzerland) · 2025Article
- A Novel Internet of Medical Things Hybrid Model for Cybersecurity Anomaly Detection.Sensors (Basel, Switzerland) · 2025Article
- Edge-Driven Disability Detection and Outcome Measurement in IoMT Healthcare for Assistive Technology.Bioengineering (Basel, Switzerland) · 2025Article
- Pediatrics 4.0: the Transformative Impacts of the Latest Industrial Revolution on Pediatrics.Health care analysis : HCA : journal of health philosophy and policy · 2025Article
- Flexible Strain Sensors Based on Printing Technology: Conductive Inks, Substrates, Printability, and Applications.Materials (Basel, Switzerland) · 2025Review
- DC-NFC: A Custom Deep Learning Framework for Security and Privacy in NFC-Enabled IoT.Sensors (Basel, Switzerland) · 2025Article
- Digital Health for Equitable Rheumatic Care: Integrating Real-World Experiences to Guide Policy Pathways.Healthcare (Basel, Switzerland) · 2025Review
- Optimizing healthcare big data performance through regional computing.Scientific reports · 2025Article
- Intelligent two-phase dual authentication framework for Internet of Medical Things.Scientific reports · 2025Article
- Enhancing healthcare outcome with scalable processing and predictive analytics via cloud healthcare API.Frontiers in digital health · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Healthcare 4.0 is a recent e-health paradigm associated with the concept of Industry 4.0. It provides approaches to achieving precision medicine that delivers healthcare services based on the patient's characteristics. Moreover, Healthcare 4.0 enables telemedicine, including telesurgery, early predictions, and diagnosis of diseases. This represents an important paradigm for modern societies, especially with the current situation of pandemics. The release of the fifth-generation cellular system (5G), the current advances in wearable device manufacturing, and the recent technologies, e.g., artificial intelligence (AI), edge computing, and the Internet of Things (IoT), are the main drivers of evolutions of Healthcare 4.0 systems. To this end, this work considers introducing recent advances, trends, and requirements of the Internet of Medical Things (IoMT) and Healthcare 4.0 systems. The ultimate requirements of such networks in the era of 5G and next-generation networks are discussed. Moreover, the design challenges and current research directions of these networks. The key enabling technologies of such systems, including AI and distributed edge computing, are discussed.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.