ArticleNature2026
Comprehensive echocardiogram evaluation with view primed vision language AI.
Article in Nature, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 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
25 citing papers in PubMed.
- Artificial intelligence-assisted peri-operative echocardiography: a multicentre observational study.Anaesthesia · 2026Observational
- A Multitask Deep Learning Model for Pediatric Echocardiography Analysis.Circulation · 2026Article
- Artificial Intelligence in Cardiovascular Ultrasound: Clinical Applications, Foundation Models, and the Path to Precision Cardiology.Journal of clinical medicine · 2026Review
- Special article-EchoPeer: a standardized framework for assessing echocardiography reports in the era of artificial intelligence: a recommendation from the Korean Society of Echocardiography AI and Future Strategy Committee.Journal of cardiovascular imaging · 2026Review
- AI-Enabled Echocardiography Identifies an Adverse Epicardial Adiposity Phenotype Associated with Cardiometabolic Dysfunction.medRxiv : the preprint server for health sciences · 2026Article
- Imaging-anchored multiomics in cardiovascular disease: integrating cardiac imaging, bulk, single-cell, and spatial transcriptomics.Briefings in bioinformatics · 2026Review
- Multi-task artificial intelligence annotation of echocardiographic images: a retrospective multi-cohort study.medRxiv : the preprint server for health sciences · 2026Article
- FetalCLIP: a visual-language foundation model for fetal ultrasound image analysis.NPJ digital medicine · 2026Article
- EchoAgent: guideline-centric reasoning agent for echocardiography measurement and interpretation.International journal of computer assisted radiology and surgery · 2026Article
- Detection of Left Ventricular Outflow Obstruction From Standard B-Mode Echocardiogram Videos Using Deep Learning.JACC. Advances · 2026Article
- Automated Echocardiographic Detection of Congenital Heart Disease Using Artificial Intelligence.Circulation · 2026Article
- Contrastive language image pretraining for a cardiac magnetic resonance image embedding with zero-shot capabilities.Nature communications · 2026Article
- Optimizing point-of-care ultrasound video acquisition for probabilistic multi-task heart failure detection.International journal of computer assisted radiology and surgery · 2026Article
- Tracing the Pen: Electronic Health Records Amid the Rise of Generative AI.NPJ digital medicine · 2026Review
- A generalizable deep learning system for cardiac MRI.Nature biomedical engineering · 2026Article
- CARDIAC-FM: A Multimodal Foundation Model for Cardiovascular Risk Prediction Using ECG and Cardiac MRI.medRxiv : the preprint server for health sciences · 2026Article
- EchoAtlas: A Conversational, Multi-View Vision-Language Foundation Model for Echocardiography Interpretation and Clinical Reasoning.medRxiv : the preprint server for health sciences · 2026Article
- Automated Phenotyping of Mitral Stenosis Using Deep Learning.medRxiv : the preprint server for health sciences · 2026Article
- Multi-view deep learning for echocardiogram interpretation.Nature cardiovascular research · 2026Article
- EchoVisuALL: From Echocardiography to Gene Discovery.bioRxiv : the preprint server for biology · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
Abstract
Echocardiography is the most widely used cardiac imaging modality, capturing ultrasound video data to assess cardiac structure and function
Identifiers
What Socratic 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 Socratic graph.