ArticleJournal of the American Heart Association2024
Machine Learning-Based Critical Congenital Heart Disease Screening Using Dual-Site Pulse Oximetry Measurements.
Article in Journal of the American Heart Association, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04056104 (Improving Critical Congenital Heart Disease Screening With Addition of Perfusion Measurements), which is not on this map. Cited by 5 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.
Improving Critical Congenital Heart Disease Screening With Addition of Perfusion Measurements
Who cites it
5 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Congenital heart disease diagnosis using machine learning: a systematic literature review.Frontiers in medicine · 2026Pooled it
- Pulse Oximetry Screening in the Newborn: Can Modifications to the Screening Algorithm Improve Detection?International journal of neonatal screening · 2026Review
- Pulse Oximetry-Based Critical Congenital Heart Disease Screening and Its Differential Performance in Rural America.Journal of pediatrics. Clinical practice · 2024Article
- Oxygen saturation targets in neonatal care: A narrative review.Early human development · 2024Review
- Principles of Artificial Intellgence for Medicine.Journal of the American Heart Association · 2024Article
Corrections and comments
- Commented on by
Authors and funding
11 authors.
Funding
Abstract
backgroundOxygen saturation (Spo METHODS AND
resultsSix sites prospectively enrolled newborns with and without CCHD and recorded simultaneous pre- and postductal pulse oximetry. We focused on models at 1 versus 2 time points and with/without pulse delay for our ML algorithms. The sensitivity, specificity, and area under the receiver operating characteristic curve were compared between the Spo
conclusionsML pulse oximetry that combines oxygenation, perfusion data, and pulse delay at 2 time points may improve detection of CCHD and CoA within 48 hours after birth. REGISTRATION: URL: https://www.clinicaltrials.gov/study/NCT04056104?term=NCT04056104&rank=1; Unique identifier: NCT04056104.
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.