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FFMDFPA: A FAIRification Framework for Materials Data with No-Code Flexible Semi-Structured Parser and Application
Bing He1, Zhuming Gong1, Maxim Avdeev2,3
1School of Computer Engineering and Science, Shanghai University, Shanghai 20444, China.
Journal of Chemical Information and Modeling
|August 7, 2023
Summary
This study introduces a FAIRification Framework for Materials Data (FFMDFPA) to address sparse software solutions for FAIR data principles. FFMDFPA enables efficient data extraction, standardization, and sharing for materials science.
Area of Science:
- Materials Science
- Data Science
- Computational Science
Background:
- The FAIR Data Principles (Findability, Accessibility, Interoperability, Reusability) are crucial for advancing data-driven materials science.
- Existing software solutions for implementing FAIR principles, especially for standardizing heterogeneous data and enabling data access, are limited.
- Efficient utilization and reuse of materials data are hindered by challenges in data standardization and access.
Purpose of the Study:
- To introduce a novel FAIRification Framework for Materials Data (FFMDFPA) to overcome current limitations in making materials data FAIR.
- To provide a no-code, flexible solution for processing raw, semistructured data from various sources.
- To facilitate seamless data sharing and reuse through a standardized API.
Main Methods:
- Development of a FAIRification Framework for Materials Data (FFMDFPA) incorporating a no-code, template-based parser.
- Implementation of a flexible, semi-structured parser for extracting and transforming data from diverse text formats without requiring coding.
- Design of a standardized API with efficient query syntax for streamlined data access and sharing.
Main Results:
- FFMDFPA successfully extracts and transforms semistructured data from various text formats using a template-based parser.
- The framework offers flexibility for data manipulation without coding, enhancing usability.
- A standardized API facilitates efficient data querying and seamless sharing of materials data.
Conclusions:
- FFMDFPA provides a practical solution for FAIR data implementation in materials science, addressing the scarcity of appropriate software.
- The framework's no-code parser and standardized API promote efficient utilization and reuse of materials data.
- The data semantic manipulation techniques in FFMDFPA have broader implications for FAIRification of textual data beyond materials science.
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