A machine learning workflow to accelerate the design of in vitro release tests from liposomes

Daniel Yanes, Vasiliki Paraskevopoulou, Heather Mead, James Mann, Magnus Röding, Maryam Parhizkar, Cameron Alexander, Jamie Twycross, Mischa Zelzer

Submission Type: I want my submission to be considered for both oral and poster presentation.

Keywords: Supervised machine learning, unsupervised machine learning, AIforscience, drug delivery, nanomedicines, applied machine learning, data science

TL;DR: A machine learning workflow was developed to predict liposome drug release profiles, enabling accelerated design of in vitro release tests.

Confirmation Of Submission Requirements: I submit a previously published paper. It was published in an archival peer–reviewed venue on or after September 1st 2025, I specify the DOI in the field below, and I submit the camera-ready version of the paper.

DOI: https://doi.org/10.1039/D5DD00112A

Submission Number: 7