# Fitting quantum machine learning potentials to experimental free energy data: predicting tautomer ratios in solution

> Research article (Chemical Science, 2021) · cited 40× · AI/ML

**Wikidata**: [openalex:W3185173202](https://www.wikidata.org/wiki/openalex:W3185173202)  
**Source**: https://4ort.xyz/entity/fitting-quantum-machine-learning-potentials-to-experimental-free-energy-data-predicting-tautomer-ratios-in-solution