# AI-TI-RADS

**Repository Path**: shi4180/AI-TI-RADS

## Basic Information

- **Project Name**: AI-TI-RADS
- **Description**: No description available
- **Primary Language**: Python
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2021-11-22
- **Last Updated**: 2024-10-20

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# AI-TI-RADS

AI TI-RADS Calculator website: [https://deckard.duhs.duke.edu/~ai-ti-rads](https://deckard.duhs.duke.edu/~ai-ti-rads)

## Docker

```
docker build -t tirads .
```

```
docker run --rm -p 8889:8889 -v `pwd`:/workspace tirads
```

## Genetic Algorithm Optimization

Optimization code is in the `ai-tirads.ipynb` notebook.

Build and run docker image to open jupyter home page and access the notebook on your local machine.

## Optimization Results

The plot below shows the mean and standard deviation of training loss function (ROC AUC) for each population.

![Optimization](./optimization.png)

The first population is initialized with individuals representing ACR TI-RADS which achieved 0.79 ROC AUC.

## AI TI-RADS Points

![AI TI-RADS](./AI-TI-RADS.png)