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Updated: Feb 4, 2026

Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications
Published on: February 23, 2019
Evaluation of a novel cloud-based software platform for structured experiment design and linked data analytics
Hannes Juergens1, Matthijs Niemeijer1, Laura D Jennings-Antipov2
1Department of Biotechnology, Delft University of Technology, Van der Maasweg 9, 2629 HZ Delft, The Netherlands.
A new cloud-based software system enables precise, machine-readable definitions of experimental procedures, improving scientific data contextualization and reproducibility. This system enhances the sharing and reuse of research protocols and data.
Area of Science:
- Computational Biology
- Biotechnology
- Scientific Software Development
Background:
- Traditional scientific data sharing lacks precise experimental procedure definitions, hindering data contextualization and reproducibility.
- Current methods for sharing protocols and data are insufficient for the demands of open science.
Purpose of the Study:
- To implement and evaluate a novel cloud-based software system for defining experimental procedures in an academic research setting.
- To enhance data contextualization and promote reproducibility through machine-computable experiment descriptions.
Main Methods:
- Development and implementation of a cloud-based software system for systematic, visual definition of experimental procedures.
- Acquisition and analysis of primary data, linked to procedure definitions in a machine-computable format.
- Testing the software on quantitative microbial-physiology experiments.
Main Results:
- The software enabled more precise and unambiguous experimental definitions compared to conventional protocols.
- Defined procedures were reusable and composable into complex experimental workflows.
- Automatic coupling of procedure definitions to data facilitated correlation analysis between procedural details and experimental outcomes.
Conclusions:
- Software-based experiment descriptions can replace ambiguous "Materials and Methods" sections in scientific publications.
- This approach significantly promotes the reproducibility and reusability of scientific studies.
- The system offers a pathway to more robust and transparent scientific research.
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