MORELLA v2.2 - Machine learning Optimized Regression + ELLA - IOL Calculation Formula
MORELLA (Machine learning Optimized Regression + ELLA) is an innovative formula for calculating intraocular lens (IOL) power for cataract surgery. Developed using machine learning regression techniques applied to ocular biometric data. Key features:- 78 training cases validated against Barrett Universal II- 9 different A-Constants tested (117.7 - 119.4)- Axial length coverage: 19-34mm- R² = 99.61% (Basic model), R² = 99.88% (Complete model)- Mean Absolute Error: 0.31D (Basic), 0.15D (Complete) Author: BRUNO L. MIOLO MD M. ScVersion: 2.2Date: December 2024
Authors
- Bruno Luiz Miolo (ORCID: https://orcid.org/0000-0002-7917-0306)
Institutions
- Universidade Federal de São Paulo (BR)
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2025-12-30
- DOI
- https://doi.org/10.5281/zenodo.18099603
- Primary Topic
- Ophthalmology and Visual Impairment Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00