ArticleFrontiers in digital health2020
The Use of Synthetic Electronic Health Record Data and Deep Learning to Improve Timing of High-Risk Heart Failure Surgical Intervention by Predicting Proximity to Catastrophic Decompensation.
Article in Frontiers in digital health, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 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
17 citing papers in PubMed, 1 synthesis or guideline pooled it, 36 citations in OpenAlex.
- A systematic review of machine learning algorithms for mortality risk, readmission and phenotype prediction in patients with heart failure: exploring key data sources, input variables and outcomes.BMC medical informatics and decision making · 2026Pooled it
- Big Data and Trustworthy AI for Heart Failure: A Review.Circulation. Heart failure · 2026Review
- The Cardiologist Driving Synthetic AI: The TIMA Method for Clinically Supervised Synthetic Data Generation.Journal of clinical medicine · 2026Article
- Increased risk of knee osteoarthritis progressing to total knee arthroplasty following patella fractures: an age stratified population analysis.European journal of orthopaedic surgery & traumatology : orthopedie traumatologie · 2026Article
- Protecting patient privacy in tabular synthetic health data: a regulatory perspective.NPJ digital medicine · 2025Review
- Can Synthetic Data Allow for Smaller Sample Sizes in Chronic Urticaria Research?Clinical and translational allergy · 2025Article
- Decades in the Making: The Evolution of Digital Health Research Infrastructure Through Synthetic Data, Common Data Models, and Federated Learning.Journal of medical Internet research · 2024Article
- Synthetic data can aid the analysis of clinical outcomes: How much can it be trusted?Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- An evaluation of the replicability of analyses using synthetic health data.Scientific reports · 2024Article
- Leveraging Artificial Intelligence and Synthetic Data Derivatives for Spine Surgery Research.Global spine journal · 2023Article
- Evaluating the Utility and Privacy of Synthetic Breast Cancer Clinical Trial Data Sets.JCO clinical cancer informatics · 2023Article
- Digitalization of prevention and treatment and the combination of western and Chinese medicine in management of acute heart failure.Frontiers in cardiovascular medicine · 2023Review
- A Multifaceted benchmarking of synthetic electronic health record generation models.Nature communications · 2022Article
- Deep Convolutional Generative Adversarial Networks to Enhance Artificial Intelligence in Healthcare: A Skin Cancer Application.Sensors (Basel, Switzerland) · 2022Article
- The National COVID Cohort Collaborative: Analyses of Original and Computationally Derived Electronic Health Record Data.Journal of medical Internet research · 2021Article
- Article
- Predicting mortality among patients with liver cirrhosis in electronic health records with machine learning.PloS one · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 1 institution in 1 country.
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.