FChmiel / ivf_embryo_prediction

Predicting the probability of an IVF patient having an embryo suitable for D5 transfer or freezing.

Home Page:https://fertility-predict.herokuapp.com/

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IVF embryo prediction

This project investigated the probabilty of an IVF patient having an embryo suitable for D5 transfer or freezing.

Data source

The models developed in this project were built and validated using the anonymised register of IVF cycles maintained by the Human Fertilisation and Embryology Authority (HFEA). This data is available freely online to researchers.

Usage

Investigating the models predictions

If you would like to explore the models predictions we suggest testing the accompanying web application:

https://fertility-predict.herokuapp.com/

Investigating the model development

An example model development process is presented in the jupyter notebook HFEA_prediction_model.ipynb included in this repository. It can be viewed in-browser or the repo can be cloned locally if you would like to run the model building process.

Disclaimer

The models and respective predictions in this repository are not clinically validated. The model and repository is provided for academic transparency and are intended as an educational tool. They are not for use in routine clinical practice and should not be used to assist clinical decisions.

Citation

The publication supporting this work is currently out for peer-review.

About

Predicting the probability of an IVF patient having an embryo suitable for D5 transfer or freezing.

https://fertility-predict.herokuapp.com/

License:GNU General Public License v3.0


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Language:Jupyter Notebook 92.1%Language:Python 7.9%