ArticleNature machine intelligence2022
Federated learning and Indigenous genomic data sovereignty.
Article in Nature machine intelligence, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 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
14 citing papers in PubMed.
- Reporting and representation of population descriptors in public RNA-seq databases.Cell genomics · 2026Article
- Development of a Blockchain-Based Platform to Enable Indigenous Data Sovereignty and Shared Research Participation With Indigenous Communities: Technology Prototyping and Community Engagement Study.Journal of medical Internet research · 2026Article
- Cultural, ethical, legal, and social considerations in genomics research with Indigenous Peoples: A scoping review.European journal of human genetics : EJHG · 2026Article
- Review
- Federated Learning in Public Health: A Systematic Review of Decentralized, Equitable, and Secure Disease Prevention Approaches.Healthcare (Basel, Switzerland) · 2025Review
- Methodological opportunities in genomic data analysis to advance health equity.Nature reviews. Genetics · 2025Review
- A systematic review of responsible stewardship of research and health data from Indigenous communities.NPJ digital medicine · 2025Article
- Indigenizing fungal biotechnology for planetary health: an opinion paper.Fungal biology and biotechnology · 2025Article
- Data protection legislation in Africa and pathways for enhancing compliance in big data health research.Health research policy and systems · 2024Article
- Genomic privacy preservation in genome-wide association studies: taxonomy, limitations, challenges, and vision.Briefings in bioinformatics · 2024Review
- Future-proofing genomic data and consent management: a comprehensive review of technology innovations.GigaScience · 2024Review
- Increasing diversity of functional genetics studies to advance biological discovery and human health.American journal of human genetics · 2023Article
- Deep convolutional and conditional neural networks for large-scale genomic data generation.PLoS computational biology · 2023Article
- Unlock digital health promotion in LMICs to benefit the youth.PLOS digital health · 2023Review
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
Indigenous peoples are under-represented in genomic datasets, which can lead to limited accuracy and utility of machine learning models in precision health. While open data sharing undermines rights of Indigenous communities to govern data decisions, federated learning may facilitate secure and community-consented data sharing.
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.