{"title":"Inside Cover Picture","authors":"","doi":"10.1002/cjoc.70077","DOIUrl":null,"url":null,"abstract":"<p>Accurate prediction of chemical reaction performance is crucial for automated chemical synthesis. In this study, a novel multi-modal chemical reaction prediction model is proposed, using graph and textual information, eliminating the need for computationally intensive DFT parameters with capability to handling reactions involving a fluctuating number of molecules. This model outperforms at least 7 generalized methods on 4 datasets, while maintaining chemical interpretability towards atomic and feature importance. Further details are comprehensively discussed in the article by Li <i>et al</i>. on pages 1230—1238.\n\n <figure>\n <div><picture>\n <source></source></picture><p></p>\n </div>\n </figure></p>","PeriodicalId":151,"journal":{"name":"Chinese Journal of Chemistry","volume":"43 11","pages":"1214"},"PeriodicalIF":5.5000,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cjoc.70077","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chinese Journal of Chemistry","FirstCategoryId":"92","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/cjoc.70077","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
Accurate prediction of chemical reaction performance is crucial for automated chemical synthesis. In this study, a novel multi-modal chemical reaction prediction model is proposed, using graph and textual information, eliminating the need for computationally intensive DFT parameters with capability to handling reactions involving a fluctuating number of molecules. This model outperforms at least 7 generalized methods on 4 datasets, while maintaining chemical interpretability towards atomic and feature importance. Further details are comprehensively discussed in the article by Li et al. on pages 1230—1238.
期刊介绍:
The Chinese Journal of Chemistry is an international forum for peer-reviewed original research results in all fields of chemistry. Founded in 1983 under the name Acta Chimica Sinica English Edition and renamed in 1990 as Chinese Journal of Chemistry, the journal publishes a stimulating mixture of Accounts, Full Papers, Notes and Communications in English.