Matchgraft is like an assistant that has performed thousands of stem cell transplants. When faced with a choice of donor candidates, it can predict the patient's risk of severe aGvHD, relapse and mortality for each candidate, so you can pick the best one.
Make confident decisions
Improve patient outcomes
Fine-tune conditioning & prophylaxis
We create machine learning models with high accuracy and calibration.
Higher accuracy score than other published literature
Excellent calibration
Matchgraft takes established and experimental parameters into account, while also compensating for missing parameters.
We trained Matchgraft on a unique proprietary dataset of diverse patients and donors. This is our edge. And the more you use it, the better your assistant becomes.
Our collaborating partners and network
We can improve matchgraft.ai's capability with real-world datasets and are looking for further collaborators to help our cause.
All collaborators with significant data or intellectual contribution will be co-authors in all publications using those ideas or data.
Machine Learning algorithms are a specialized set of techniques which are particularly good at fitting non-standard statistical problems. In statistics, we are often forced to make strong assumptions about distributions and are restricted to small numbers of variables. Problems in which ML excel are ones in which little is known about the data distributions, and where large numbers of variables are concerned. While p-values are rarely available for ML problems (since they are dependent on the data assumptions) the validation of ML techniques is extremely stringent and follows methodologies which are well understood also by advanced statisticians.
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About Us
Matchgraft was started by PD Dr. Lena Oevermann as a project group at Charité University Medicine in Berlin, Germany, and was funded by the Berlin Institute of Health.
Charité is the largest University Hospital in Europe and world-renowned for excellence in innovative science and health care.
Berlin Institute of Health is a German public law foundation promoting translational research. It provides substantial financial, logistical, and intellectual support.
Matchgraft operates in accordance with best practice rules and WMA declaration of Helsinki – ethical principals of medical research involving human subjects.
We cooperate with scientific and medical partners of the highest excellence.