ArticleNature2025
Learning the natural history of human disease with generative transformers.
Article in Nature, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 62 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
62 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Risk and Protective Factors Associated With HIV-Related Mortality in Children Receiving Antiretroviral Therapy: A Model-Based Meta-Regression.JAMA pediatrics · 2026Pooled it
- Genetic and Clinical Determinants of Variation in Drug Response in Type 2 Diabetes: Insights From the Scottish and UK Biobank Cohorts.Diabetes, obesity & metabolism · 2026Article
- Do Androids Dream of Lived Experience? Navigating Risks, Uncertainty, and Best Practices Around Generative AI in Patient and Public Involvement and Engagement.Journal of medical Internet research · 2026Article
- Clinical trajectories and genetic architecture across the neurological-psychiatric boundary.medRxiv : the preprint server for health sciences · 2026Article
- LungGPT: A unified multimodal system for interpretable diagnosis and clinical decision support of respiratory diseases.Cell reports. Medicine · 2026Article
- Structured Prototype Learning with Feature Fusion for Sparse and Asynchronous Audio-Visual Depression Recognition.Sensors (Basel, Switzerland) · 2026Article
- Medical code embeddings from claims-based co-occurrences: a unified semantic space for ICD-10 diagnoses and ATC medications.Journal of the American Medical Informatics Association : JAMIA · 2026Article
- Longitudinal alignments and syntheses of multimodal clinical data for personalized medicine with the PULSE framework.Nature computational science · 2026Article
- Artificial intelligence virtual bone organoids (AIVBOs).Journal of orthopaedic translation · 2026Review
- MAFLD/MASLD: Past, Present, and Future.Journal of gastroenterology and hepatology · 2026Review
- An AI-Health infrastructure for the Nordic region: technical foundations, data assets, and a roadmap for deployment.Nature medicine · 2026Article
- [XVIII Post-ECTRIMS Meeting: Review of the New Developments Presented at the 2025 ECTRIMS Congress (Part I)].Revista de neurologia · 2026Article
- Digital Monitoring and Chronic Pain Trajectories in Patients Receiving Tertiary Pain Care.JAMA network open · 2026Observational
- Artificial Intelligence-Driven Multimodal Prediction of 10-Year Incident Glaucoma Integrating Genetic and Deep Learning-Derived Imaging Features.Ophthalmology science · 2026Article
- Nordic AI-Health: a unique opportunity for discovery and clinical impact.The Lancet regional health. Europe · 2026Article
- Health system learning enables generalist neuroimaging models.Nature medicine · 2026Article
- Article
- Mechanism-Informed Machine Learning Enables Discovery of Oncolytic Peptides for Cancer Immunotherapy.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Artificial intelligence for pediatric neuroimaging.Pediatric radiology · 2026Review
- Large language models are powerful electronic health record encoders.NPJ digital medicine · 2026Article
2 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
8 authors.
Funding
Abstract
Decision-making in healthcare relies on understanding patients' past and current health states to predict and, ultimately, change their future course
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.