Lobe-Wise Lung Function Estimation from CT
About
Interfaces
This algorithm implements all of the following input-output combinations:
| Inputs | Outputs | |
|---|---|---|
| 1 |
|
|
Model Facts
Summary
Algorithm for (regional) lung function prediction developed using the COPDGene dataset. Not for clinical use.
Mechanism
This algorithm was developed to work for CT scans of COPD patients. The algorithm consists of an I3D model trained with patient level lung function measurements to predict patient and lobe level lung function. The algorithm expects a CT scan and produces DLCO and spirometry (FEV1 and FVC both pre- and post-bronchodilator) estimates.
Validation and Performance
Uses and Directions
This algorithm was developed for research purposes only.
Warnings
Common Error Messages
Information on this algorithm has been provided by the Algorithm Editors, following the Model Facts labels guidelines from Sendak, M.P., Gao, M., Brajer, N. et al. Presenting machine learning model information to clinical end users with model facts labels. npj Digit. Med. 3, 41 (2020). 10.1038/s41746-020-0253-3