ArticlePhysics in medicine and biology2022
OpenFL: the open federated learning library.
Article in Physics in medicine and biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 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
23 citing papers in PubMed.
- Integration of Federated Learning and Blockchain in Health Care: Tutorial on Medical Data, Architectures, Privacy, Security, and Regulatory Compliance.Journal of medical Internet research · 2026Article
- Federated Learning in Healthcare: From Research to Real-World Deployment.Annual review of biomedical engineering · 2026Review
- Development and validation of random-forest based federated ensemble learning algorithms for delirium prediction using electronic medical records from eleven hospitals in Austria: a retrospective study.BMC medical informatics and decision making · 2026Article
- Real-world federated learning for brain imaging scientists.Frontiers in digital health · 2026Article
- Federated Learning for Histopathology Image Classification: A Systematic Review.Diagnostics (Basel, Switzerland) · 2026Review
- Informatics at the Frontier of Cancer Research.Cancer research · 2025Review
- Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge.Nature communications · 2025Article
- Privacy-preserving Federated Learning and Uncertainty Quantification in Medical Imaging.Radiology. Artificial intelligence · 2025Review
- Federated prediction for scalable and privacy-preserved knowledge-based planning in radiotherapy.ArXiv · 2025Article
- Enabling end-to-end secure federated learning in biomedical research on heterogeneous computing environments with APPFLx.Computational and structural biotechnology journal · 2025Article
- Technical and legal aspects of federated learning in bioinformatics: applications, challenges and opportunities.Frontiers in digital health · 2025Review
- Artificial Intelligence for Response Assessment in Neuro Oncology (AI-RANO), part 2: recommendations for standardisation, validation, and good clinical practice.The Lancet. Oncology · 2024Review
- A federated learning architecture for secure and private neuroimaging analysis.Patterns (New York, N.Y.) · 2024Article
- Accessible Ecosystem for Clinical Research (Federated Learning for Everyone): Development and Usability Study.JMIR formative research · 2024Article
- Federated learning for medical image analysis: A survey.Pattern recognition · 2024Article
- Recent methodological advances in federated learning for healthcare.Patterns (New York, N.Y.) · 2024Review
- Protocol for training MERGE: A federated multi-input neural network for COVID-19 prognosis.STAR protocols · 2024Article
- Federated learning for multi-omics: A performance evaluation in Parkinson's disease.Patterns (New York, N.Y.) · 2024Article
- CODA: an open-source platform for federated analysis and machine learning on distributed healthcare data.Journal of the American Medical Informatics Association : JAMIA · 2024Article
- Federated Learning for multi-omics: a performance evaluation in Parkinson's disease.bioRxiv : the preprint server for biology · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
12 authors.
Funding
Abstract
PubMed holds no abstract for this paper.
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.