Metal-organic frameworks (MOFs) can alleviate the problems encountered in the application of lithium metal anodes, owing to their tunable structure, abundant pore channels, and controllable surface chemistry ingredient. In this review, large language model (LLM)-assisted text-mining system is utilized to analyze recent literature on MOFs for protecting lithium anodes. LLMs can help us efficiently extract and integrate literature data as assistants, and categorize the functions of MOFs in anode protection into the following four types: 1) ion-flux regulators that homogenize lithium ion (Li+) flow by restricting the pore channels, 2) catalytic mediators that induce the formation of a stable solid electrolyte interphase layer, 3) interfacial shielding layers that physically block side reactions, and 4) volume expansion mitigators that buffer stress through a porous framework. Finally, the findings in MOFs-modified lithium metal anodes to other metal anodes such as sodium and zinc, aiming to derive universal principles that can provide insights for the design and development of metal anode protection materials. This article also demonstrates the huge potential of the LLM-driven research paradigm in the field of chemical materials, providing a data-driven, human-artificial intelligence collaborative approach for the development of materials in the future.
{"title":"Uncovering the Multifunctional Roles of Metal-Organic Frameworks in Protecting Lithium Metal Anodes Assisted by Large Language Models","authors":"Xinyu Wang, Jiaxin Li, Chunpeng Yang","doi":"10.1002/ijch.70002","DOIUrl":"https://doi.org/10.1002/ijch.70002","url":null,"abstract":"<p>Metal-organic frameworks (MOFs) can alleviate the problems encountered in the application of lithium metal anodes, owing to their tunable structure, abundant pore channels, and controllable surface chemistry ingredient. In this review, large language model (LLM)-assisted text-mining system is utilized to analyze recent literature on MOFs for protecting lithium anodes. LLMs can help us efficiently extract and integrate literature data as assistants, and categorize the functions of MOFs in anode protection into the following four types: 1) ion-flux regulators that homogenize lithium ion (Li<sup>+</sup>) flow by restricting the pore channels, 2) catalytic mediators that induce the formation of a stable solid electrolyte interphase layer, 3) interfacial shielding layers that physically block side reactions, and 4) volume expansion mitigators that buffer stress through a porous framework. Finally, the findings in MOFs-modified lithium metal anodes to other metal anodes such as sodium and zinc, aiming to derive universal principles that can provide insights for the design and development of metal anode protection materials. This article also demonstrates the huge potential of the LLM-driven research paradigm in the field of chemical materials, providing a data-driven, human-artificial intelligence collaborative approach for the development of materials in the future.</p>","PeriodicalId":14686,"journal":{"name":"Israel Journal of Chemistry","volume":"65 10-11","pages":""},"PeriodicalIF":2.4,"publicationDate":"2025-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619377","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Josué Maya, Alhadji Malloum, Jean Jules Fifen, Zoubeida Dhaouadi, Henri Paul Ekobena Fouda, Jeanet Conradie
This work aims to investigate liquid acetonitrile clusters considering the modified rigid-rotor harmonic oscillator and frequency corrections in the quantum cluster equilibrium (QCE) theory. To carry out this study, acetonitrile isomers with size n ranging from 1 to 12 are considered. Those isomers are generated using the flexible and rapid ABCluster generator distributions while avoiding poor symmetry. After that, geometry optimization and frequency calculations are performed on the selected structures to serve as inputs for applying the quantum cluster equilibrium theory. The temperature range covering the liquid acetonitrile, going from T = 200 to 400 K, is considered with the rigid rotor harmonic oscillator cutoff values of 50 and 100 cm−1. The results show that the population of liquid acetonitrile is dominated by dodecamers, trimers, dimers, and tetramers, as identified in previously studied structures, across the range of liquid acetonitrile temperatures. The thermodynamic properties, such as the entropy and enthalpy of vaporization obtained by the QCE theory, have been compared to the experiment, yielding a relatively good agreement depending on the cluster set considered. Furthermore, based on the predicted population of the liquid acetonitrile, the infrared spectrum has been calculated at 298 K.
{"title":"Acetonitrile Liquid Phase Modeling by the Quantum Cluster Equilibrium Theory","authors":"Josué Maya, Alhadji Malloum, Jean Jules Fifen, Zoubeida Dhaouadi, Henri Paul Ekobena Fouda, Jeanet Conradie","doi":"10.1002/ijch.70000","DOIUrl":"https://doi.org/10.1002/ijch.70000","url":null,"abstract":"<p>This work aims to investigate liquid acetonitrile clusters considering the modified rigid-rotor harmonic oscillator and frequency corrections in the quantum cluster equilibrium (QCE) theory. To carry out this study, acetonitrile isomers with size n ranging from 1 to 12 are considered. Those isomers are generated using the flexible and rapid ABCluster generator distributions while avoiding poor symmetry. After that, geometry optimization and frequency calculations are performed on the selected structures to serve as inputs for applying the quantum cluster equilibrium theory. The temperature range covering the liquid acetonitrile, going from <i>T</i> = 200 to 400 K, is considered with the rigid rotor harmonic oscillator cutoff values of 50 and 100 cm<sup>−1</sup>. The results show that the population of liquid acetonitrile is dominated by dodecamers, trimers, dimers, and tetramers, as identified in previously studied structures, across the range of liquid acetonitrile temperatures. The thermodynamic properties, such as the entropy and enthalpy of vaporization obtained by the QCE theory, have been compared to the experiment, yielding a relatively good agreement depending on the cluster set considered. Furthermore, based on the predicted population of the liquid acetonitrile, the infrared spectrum has been calculated at 298 K.</p>","PeriodicalId":14686,"journal":{"name":"Israel Journal of Chemistry","volume":"65 8-9","pages":""},"PeriodicalIF":2.4,"publicationDate":"2025-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ijch.70000","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145146842","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}