# Sensitivity of Dose Prediction Models

## 6: Deep-learning-based dose predictor for glioblastoma–assessing the sensitivity and robustness for dose awareness in contouring

This work was [published]((https://www.mdpi.com/2072-6694/15/17/4226)) in the journal [Cancers](https://www.mdpi.com/journal/cancers) with impact factor 4.5.

## 7: How sensitive are Deep Learning based Radiotherapy Dose Prediction Models to Variability in Organs at Risk Segmentation?

This work was presented as a [poster](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=10230559) at [ISBI 2023](https://biomedicalimaging.org/2023/).

## 8: ASTRA: Atomic Surface Transformations for Radiotherapy Quality Assurance

This work was presented as an [oral talk](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=10341062) at [EMBC 2023](https://embc.embs.org/2023/). This work won the [2nd best student paper award](https://embc.embs.org/2023/students/paper-competition/finalists/) at this conference.

```{toctree}
:maxdepth: 2
:caption: Contents
chapter6
chapter7
chapter8