ArticleNature2023
The reproducibility issues that haunt health-care AI.
Article in Nature, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 2 of them syntheses 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
19 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Computational single fundus image restoration techniques: a review.Frontiers in ophthalmology · 2024Pooled it
- Safety and usability of oncology information systems - a systematic review.Frontiers in oncology · 2024Pooled it
- ETHICS of AI Adoption and Deployment in Health Care: Progress, Challenges, and Next Steps.JMIR AI · 2025Article
- Addressing data heterogeneity in distributed medical imaging with heterosync learning.Nature communications · 2025Article
- Nine quick tips for trustworthy machine learning in the biomedical sciences.PLoS computational biology · 2025Article
- Evaluation of large language models in patient education and clinical decision support for rotator cuff injury: a two-phase benchmarking study.BMC medical informatics and decision making · 2025Article
- Review and recommendations for using artificial intelligence in intracoronary optical coherence tomography analysis.European heart journal. Digital health · 2025Review
- Artificial intelligence should genuinely support clinical reasoning and decision making to bridge the translational gap.NPJ digital medicine · 2025Review
- Developing artificial intelligence tools for institutional review board pre-review: A pilot study on ChatGPT's accuracy and reproducibility.PLOS digital health · 2025Article
- Advancing Medical Imaging Research Through Standardization: The Path to Rapid Development, Rigorous Validation, and Robust Reproducibility.Investigative radiology · 2025Review
- Multimodal Transformers and Their Applications in Drug Target Discovery for Aging and Age-Related Diseases.The journals of gerontology. Series A, Biological sciences and medical sciences · 2024Review
- Artificial intelligence, machine learning, and reproducibility in stroke research.European stroke journal · 2024Article
- Is a study on radiomics reproducibility reproducible? Let's see, but an open door anyway.European radiology · 2024Article
- Why do probabilistic clinical models fail to transport between sites.NPJ digital medicine · 2024Review
- Assessing the role of GPT-4 in thyroid ultrasound diagnosis and treatment recommendations: enhancing interpretability with a chain of thought approach.Quantitative imaging in medicine and surgery · 2024Article
- Advances in the Use of Deep Learning for the Analysis of Magnetic Resonance Image in Neuro-Oncology.Cancers · 2024Review
- A scalable and transparent data pipeline for AI-enabled health data ecosystems.Frontiers in medicine · 2024Article
- AI in Pathology: What could possibly go wrong?Seminars in diagnostic pathology · 2023Review
- Utility of a simplified [Frontiers in endocrinology · 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
1 author.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
36624237What 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.