ArticleHealth information science and systems2018
A study on medical Internet of Things and Big Data in personalized healthcare system.
Article in Health information science and systems, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 54 papers.
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
54 citing papers in PubMed.
- An AIoT enabled system for optimizing data retrieval in the intensive care unit evaluated in a randomized crossover pilot trial.Scientific reports · 2025Trial
- Cost-Effectiveness of Internet of Things-Based Management of Home Noninvasive Positive Pressure Ventilation in Patients With Chronic Obstructive Pulmonary Disease and Hypercapnic Chronic Respiratory Failure: Trial-Based Economic Evaluation.JMIR mHealth and uHealth · 2026Article
- Innovations in Biosensing Technologies for Cancer Diagnosis and Theranostics.Mini reviews in medicinal chemistry · 2026Review
- Smart defense based on explainable stacked machine learning architecture for securing internet of health things with K-means clustering.Scientific reports · 2025Article
- Acceptability, benefits and barriers of electronic health record radiology image sharing: A mixed-method study.Journal of medical radiation sciences · 2025Article
- Real-Time Forecasting from Wearable-Monitored Heart Rate Data Through Autoregressive Models.Journal of healthcare informatics research · 2025Article
- Delphi Assessment of Home-Based Digital Healthcare for Aging Patients: A Biopsychosocial Perspective.Clinical interventions in aging · 2025Article
- A cancer diagnosis transformer model based on medical IoT data for clinical measurements in predictive care systems.BioImpacts : BI · 2025Article
- Multiple feature selection based on an optimization strategy for causal analysis of health data.Health information science and systems · 2024Article
- A Survey on Data-Driven Approaches for Reliability, Robustness, and Energy Efficiency in Wireless Body Area Networks.Sensors (Basel, Switzerland) · 2024Review
- Applications of Fog Computing in Healthcare.Cureus · 2024Review
- An Infrastructure Framework for Remote Patient Monitoring Interventions and Research.Journal of medical Internet research · 2024Article
- Internet of things-based management versus standard management of home noninvasive ventilation in COPD patients with hypercapnic chronic respiratory failure: a multicentre randomized controlled non-inferiority trial.EClinicalMedicine · 2024Article
- Survey of Transfer Learning Approaches in the Machine Learning of Digital Health Sensing Data.Journal of personalized medicine · 2023Review
- Design and technical validation to generate a synthetic 12-lead electrocardiogram dataset to promote artificial intelligence research.Health information science and systems · 2023Article
- Management of Patients Affected by Giant Cell Arteritis during the COVID-19 Pandemic: Telemedicine Protocol TELEMACOV.Journal of personalized medicine · 2023Article
- How Wearable Sensors Can Support the Research on Foetal and Pregnancy Outcomes: A Scoping Review.Journal of personalized medicine · 2023Article
- A survey on COVID-19 impact in the healthcare domain: worldwide market implementation, applications, security and privacy issues, challenges and future prospects.Complex & intelligent systems · 2023Article
- Non-Invasive Data Acquisition and IoT Solution for Human Vital Signs Monitoring: Applications, Limitations and Future Prospects.Sensors (Basel, Switzerland) · 2022Review
- An Efficient and Privacy-Preserving Scheme for Disease Prediction in Modern Healthcare Systems.Sensors (Basel, Switzerland) · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Personalized healthcare systems deliver e-health services to fulfill the medical and assistive needs of the aging population. Internet of Things (IoT) is a significant advancement in the Big Data era, which supports many real-time engineering applications through enhanced services. Analytics over data streams from IoT has become a source of user data for the healthcare systems to discover new information, predict early detection, and makes decision over the critical situation for the improvement of the quality of life. In this paper, we have made a detailed study on the recent emerging technologies in the personalized healthcare systems with the focus towards cloud computing, fog computing, Big Data analytics, IoT and mobile based applications. We have analyzed the challenges in designing a better healthcare system to make early detection and diagnosis of diseases and discussed the possible solutions while providing e-health services in secure manner. This paper poses a light on the rapidly growing needs of the better healthcare systems in real-time and provides possible future work guidelines.
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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.