ReviewBioMed research international2021
Privacy Protection and Secondary Use of Health Data: Strategies and Methods.
Review in BioMed research international, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 38 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
38 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Toward QoS Monitoring in IoT Edge Devices Driven Healthcare-A Systematic Literature Review.Sensors (Basel, Switzerland) · 2023Pooled it
- Anonymization and visualization of health data and biomarkers.NPJ digital medicine · 2026Article
- Application of AI and digital health tools in public health management of T2DM: from mechanism prediction to personalized treatment.Frontiers in public health · 2026Review
- Embedding Passive Monitoring Into Global Health and Longitudinal Patient Care.JMIR formative research · 2025Article
- A real-world data challenge: guidance for aligning data privacy compliance and fit-for-purpose usability.Health affairs scholar · 2025Article
- Data Classification Methodology: The Way Forward to Data-Enabled Healthcare in Egypt.Global journal on quality and safety in healthcare · 2025Article
- Article
- Technoethics and recommendations for technological interventions to reduce loneliness in older adults.Smart health (Amsterdam, Netherlands) · 2025Article
- Establishing a policy statement on the use of artificial intelligence in neurosurgery.Neurosurgical review · 2025Article
- Ensuring the sovereignty and security of Canadian health data.CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne · 2025Article
- Multimodal AI in Biomedicine: Pioneering the Future of Biomaterials, Diagnostics, and Personalized Healthcare.Nanomaterials (Basel, Switzerland) · 2025Review
- Advancements in Fetal Heart Rate Monitoring: A Report on Opportunities and Strategic Initiatives for Better Intrapartum Care.BJOG : an international journal of obstetrics and gynaecology · 2025Review
- Machine Learning Models With Prognostic Implications for Predicting Gastrointestinal Bleeding After Coronary Artery Bypass Grafting and Guiding Personalized Medicine: Multicenter Cohort Study.Journal of medical Internet research · 2025Article
- A scoping review of privacy and utility metrics in medical synthetic data.NPJ digital medicine · 2025Article
- Effect of an Educational Intervention on Knowledge and Skills of Police Officers Towards Prehospital Care for Road Traffic Accident Victims in Southwestern Uganda.Open access emergency medicine : OAEM · 2025Article
- Advancements in pathology: Digital transformation, precision medicine, and beyond.Journal of pathology informatics · 2025Review
- Health equity innovation in precision medicine: data stewardship and agency to expand representation in clinicogenomics.Health research policy and systems · 2024Article
- Federated privacy-protected meta- and mega-omics data analysis in multi-center studies with a fully open-source analytic platform.PLoS computational biology · 2024Article
- Cross-jurisdictional Data Transfer in Health Research: Stakeholder Perceptions on the Role of Law.Asian bioethics review · 2024Article
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Health big data has already been the most important big data for its serious privacy disclosure concerns and huge potential value of secondary use. Measurements must be taken to balance and compromise both the two serious challenges. One holistic solution or strategy is regarded as the preferred direction, by which the risk of reidentification from records should be kept as low as possible and data be shared with the principle of minimum necessary. In this article, we present a comprehensive review about privacy protection of health data from four aspects: health data, related regulations, three strategies for data sharing, and three types of methods with progressive levels. Finally, we summarize this review and identify future research directions.
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.