Publication | Open Access
The Open Reaction Database
318
Citations
26
References
2021
Year
Reaction PredictionEngineeringMachine LearningChemical Reaction DataMachine Learning ToolChemistrySemantic WebBioinformatics DatabaseData ScienceData MiningManagementData IntegrationData ManagementBiological DatabaseOpen Reaction DatabaseKnowledge DiscoveryComputer ScienceDatabase TechnologyDiscovery TechniqueReaction ProcessData Modeling
Chemical reaction data in journal articles, patents, and even electronic laboratory notebooks are currently stored in various formats, often unstructured, which presents a significant barrier to downstream applications, including the training of machine-learning models. We present the Open Reaction Database (ORD), an open-access schema and infrastructure for structuring and sharing organic reaction data, including a centralized data repository. The ORD schema supports conventional and emerging technologies, from benchtop reactions to automated high-throughput experiments and flow chemistry. The data, schema, supporting code, and web-based user interfaces are all publicly available on GitHub. Our vision is that a consistent data representation and infrastructure to support data sharing will enable downstream applications that will greatly improve the state of the art with respect to computer-aided synthesis planning, reaction prediction, and other predictive chemistry tasks.
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