ArticleJournal of the American Heart Association2023
Supervised Text Classification System Detects Fontan Patients in Electronic Records With Higher Accuracy Than
Article in Journal of the American Heart Association, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 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
9 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Improving Clinical Documentation with Artificial Intelligence: A Systematic Review.Perspectives in health information management · 2024Pooled it
- Scalable Identification of Clinically Relevant Chronic Obstructive Pulmonary Disease Documents in Large-Scale Electronic Health Record Datasets With a Lightweight Natural Language Processing Model: Retrospective Cohort Study.JMIR medical informatics · 2026Article
- Risk Factors for Adverse Outcomes in a Fontan Population.Pediatric cardiology · 2026Article
- A phenotyping algorithm for classification of single ventricle physiology using electronic health records.JAMIA open · 2025Article
- On the use of natural language processing to implement the target trial framework using unstructured data from the electronic health record.Global epidemiology · 2025Article
- Evaluating the efficacy of the new electronic dental assistant training program.Scientific reports · 2025Article
- Machine Learning and Natural Language Processing to Improve Classification of Atrial Septal Defects in Electronic Health Records.Birth defects research · 2025Article
- Evaluating large language models for health-related text classification tasks with public social media data.Journal of the American Medical Informatics Association : JAMIA · 2024Article
- Adoption of network and plan-do-check-action in the international classification of disease 10 coding.World journal of clinical cases · 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
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background The Fontan operation is associated with significant morbidity and premature mortality. Fontan cases cannot always be identified by
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.