ArticleIntensive care medicine2024
Federated data access and federated learning: improved data sharing, AI model development, and learning in intensive care.
Article in Intensive care medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 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
12 citing papers in PubMed.
- Evaluation of the SMS-ICU score for multicontinental use: A federated external validation study using critical care registry data.Critical care and resuscitation : journal of the Australasian Academy of Critical Care Medicine · 2026Article
- Artificial intelligence in intensive care units: a scoping review addressing the translational gap to clinical practice.Korean journal of anesthesiology · 2026Article
- Transforming perioperative care: The current landscape and future trajectory of artificial intelligence in anesthesia-A narrative review.The Journal of international medical research · 2026Review
- A Systematic Literature Review on Integrated Deep Learning and Multiagent Vision-Language Frameworks for Pathology Image Analysis and Report Generation.Computational and structural biotechnology journal · 2026Review
- Artificial Intelligence in the Diagnosis and Management of Atrial Fibrillation.Diagnostics (Basel, Switzerland) · 2025Review
- What if we do, but what if we don't? The opportunity cost of artificial intelligence hesitancy in the intensive care unit.Intensive care medicine · 2025Article
- AI-powered drug discovery for neglected diseases: accelerating public health solutions in the developing world.Journal of global health · 2025Article
- Evolving concepts in intracranial pressure monitoring - from traditional monitoring to precision medicine.Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics · 2025Review
- The imperative of diversity and equity for the adoption of responsible AI in healthcare.Frontiers in artificial intelligence · 2025Article
- Understanding artificial intelligence in critical care: opportunities, risks, and practical applications.Critical care science · 2025Review
- Why federated learning will do little to overcome the deeply embedded biases in clinical medicine.Intensive care medicine · 2024Article
- Federated learning: a step in the right direction to improve data equity.Intensive care medicine · 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
3 authors.
Funding
No grant is acknowledged in the PubMed record.
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.