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You will discover the recent advances in the application of complex models to high-throughput drug screening and how collaborative approaches can efficiently support researchers in easily accessing state-of-the-art chemical biology platforms and allow for a more efficient development of new screening technologies. The publication can be downloaded here: https://doi.org/10.1016/j.drudis.2021.02.024