ArticleNeurospine2019
Internet of Things, Digital Biomarker, and Artificial Intelligence in Spine: Current and Future Perspectives.
Article in Neurospine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 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
23 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Wearables and Internet of Things (IoT) Technologies for Fitness Assessment: A Systematic Review.Sensors (Basel, Switzerland) · 2021Pooled it
- Effectiveness and reliability of AI in diagnosis and robot-assisted spinal and cranial surgery: efficient outcomes and ethical worries.Annals of medicine and surgery (2012) · 2025Review
- Wearable sensor technologies for individuals with back pain: a scoping review.Pain management · 2025Article
- IoT-enabled medical advances shaping the future of orthopaedic surgery and rehabilitation.Journal of clinical orthopaedics and trauma · 2025Review
- Artificial intelligence in disease diagnostics: a comprehensive narrative review of current advances, applications, and future challenges in healthcare.Annals of medicine and surgery (2012) · 2025Review
- The Co-Piloting Model for Using Artificial Intelligence Systems in Medicine: Implementing the Constrained-Disorder-Principle-Based Second-Generation System.Bioengineering (Basel, Switzerland) · 2024Review
- Exploring the Role of Artificial Intelligence in Internet of Things Systems: A Systematic Mapping Study.Sensors (Basel, Switzerland) · 2024Review
- Nurses' perceptions of medical service robots in negative-pressure isolated wards and in general wards: A cross-sectional survey.Nursing open · 2024Article
- Definitions of digital biomarkers: a systematic mapping of the biomedical literature.BMJ health & care informatics · 2024Review
- RETRACTED ARTICLE: Artificial intelligence in disease diagnosis: a systematic literature review, synthesizing framework and future research agenda.Journal of ambient intelligence and humanized computing · 2023Article
- Digital Biomarker-Based Studies: Scoping Review of Systematic Reviews.JMIR mHealth and uHealth · 2022Article
- Artificial Intelligence in Spinal Imaging: Current Status and Future Directions.International journal of environmental research and public health · 2022Review
- User perception of medical service robots in hospital wards: a cross-sectional study.Journal of Yeungnam medical science · 2022Article
- A Review of Artificial Intelligence and Robotics in Transformed Health Ecosystems.Frontiers in medicine · 2022Article
- Pulmonary Nodule Clinical Trial Data Collection and Intelligent Differential Diagnosis for Medical Internet of Things.Contrast media & molecular imaging · 2022Article
- Internet of Medical Things (IoMT)-Based Smart Healthcare System: Trends and Progress.Computational intelligence and neuroscience · 2022Review
- Clinical Prediction Modeling in Intramedullary Spinal Tumor Surgery.Acta neurochirurgica. Supplement · 2022Article
- Integration of Artificial Intelligence, Blockchain, and Wearable Technology for Chronic Disease Management: A New Paradigm in Smart Healthcare.Current medical science · 2021Article
- Digital Biomarkers for Neuromuscular Disorders: A Systematic Scoping Review.Diagnostics (Basel, Switzerland) · 2021Article
- NextGen Public Health Surveillance and the Internet of Things (IoT).Frontiers in public health · 2021Article
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
Abstract
Recent interest in medical artificial intelligence (AI) has increased with onset of the fourth industrial revolution. Real-time monitoring of patients is an important research area of medical AI. The medical AI is very closely related to the Internet of Things (IoT), a core element of the fourth industrial revolution. Attempts to diagnose and treat patients using IoT have been already applied to patients with chronic disease such as hypertension and arrhythmia. However, in the spine, research on IoT and digital biomarkers are still in the early stages. The digital biomarker obtained by IoT devices is objective and could represent real-time, real-world, and abundant data. Based on its characteristics, IoT and digital biomarkers can also be useful in the spine. Currently, research on real-time monitoring of physical activity or spinal posture is ongoing. Therefore, the authors introduce the basic concepts of IoT and digital biomarkers, their relationship to AI, and recent trends. Current and future perspectives of IoT and digital biomarker in spine are also discussed. In the future, it is expected that IoT, digital biomarkers, and AI will lead to a paradigm shift in the diagnosis and treatment of spinal diseases.
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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.