FDA product code · Cardiovascular
Reduced Ejection Fraction Machine Learning-Based Notification Software
6 FDA decisions since 2023. 510(k) reviews decided 2021–2025 took a median of 174 days (half between 146 and 180). No recall names this code. The most-cited predicate is K232699, named by 4 later devices.
Reduced Ejection Fraction machine learning-based notification software employs machine learning techniques to suggest the likelihood of a reduced ejection fraction for further referral or diagnostic follow-up.
Data to Oct 25, 2026 (FDA decisions) Oct 12, 2026 (recalls) Sep 30, 2026 (MAUDE) refreshed weekly Download the data (CSV)
Twenty years of QYE at a glance: how often FDA decides these devices, how long 510(k) reviews take, how often they are recalled, and how many adverse event reports name the code.
FDA decisions per year · QYE
3in 2025
2026 to Oct 25, outlined.
Median 510(k) review, days · QYE
180in 2025
Receipt to decision; years with fewer than 3 clearances left blank.
Recalls per year · QYE
No recall names QYE since 2007.
Adverse event reports per year · QYE
No MAUDE report names QYE since 2007.
View these four charts as a table
| Year | Decisions | Median 510(k) review, days | Recalls (Class I) | MAUDE reports |
|---|---|---|---|---|
| 2007 | 0 | — | 0 | 0 |
| 2008 | 0 | — | 0 | 0 |
| 2009 | 0 | — | 0 | 0 |
| 2010 | 0 | — | 0 | 0 |
| 2011 | 0 | — | 0 | 0 |
| 2012 | 0 | — | 0 | 0 |
| 2013 | 0 | — | 0 | 0 |
| 2014 | 0 | — | 0 | 0 |
| 2015 | 0 | — | 0 | 0 |
| 2016 | 0 | — | 0 | 0 |
| 2017 | 0 | — | 0 | 0 |
| 2018 | 0 | — | 0 | 0 |
| 2019 | 0 | — | 0 | 0 |
| 2020 | 0 | — | 0 | 0 |
| 2021 | 0 | — | 0 | 0 |
| 2022 | 0 | — | 0 | 0 |
| 2023 | 1 | — | 0 | 0 |
| 2024 | 1 | — | 0 | 0 |
| 2025 | 3 | 180 | 0 | 0 |
| 2026 | 1 | — | 0 | — |
Planning a device in QYE? A 510(k) Report ranks candidate predicates in this code by lineage, citations and recall history, with the review-time outlook.
See the 510(k) ReportRelated product codes
Other codes under 21 CFR 870.2380.