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An ensemble machine learning model can accurately predict the density of ionic liquid-organic solvent systems with high precision (R2 = 0.9945), providing a reliable computational tool for green chemistry design. Novelty: ClaimNovelty.METHODOLOGICAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

December 10, 2025ACS Sustainable Chemistry & Engineering5 citations

Machine Learning Prediction of Density of Ionic Liquid–Organic Solvent Systems for Green Chemistry Applications: Ensemble Model, Interpretability, and Validation

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RMRuru Ma CZChuanxiang Zu HLHui Li

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Ma et al. (2025) studied this question.

synapsesocial.com/papers/6a1edbcb6e6b94f521a46c89 https://doi.org/10.1021/acssuschemeng.5c10092

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December 10, 2025ACS Sustainable Chemistry & Engineering5 citations

Machine Learning Prediction of Density of Ionic Liquid–Organic Solvent Systems for Green Chemistry Applications: Ensemble Model, Interpretability, and Validation

View Full Paper

Ask AI

Bookmark

Authors

RMRuru Ma CZChuanxiang Zu HLHui Li

Discussion

Member takes

Overview

Key Points

Key points are not available for this paper at this time.

Cite This Study

Ma et al. (2025) studied this question.

synapsesocial.com/papers/6a1edbcb6e6b94f521a46c89 https://doi.org/10.1021/acssuschemeng.5c10092

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