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Software for designing rigorous and replicable preclinical research: The Experimental Design Accelerator
David H Malin1, Scott A Hetherington2, Duyen M Nghiem1
1Department of Psychology, University of Houston-Clear Lake, Houston, Texas.
Concerns about non-replicable results in biomedical research are addressed by the Experimental Design Accelerator (XDA). This software guides researchers in designing, conducting, and documenting rigorous, relevant, and reproducible experiments.
Area of Science:
- Biomedical Research
- Experimental Design
- Research Methodology
Background:
- Growing concerns regarding non-replicable results and flawed experimental designs in basic and preclinical biomedical research.
- Issues include lack of internal validity, external validity, and translational validity in current research practices.
- Need for improved methodologies to ensure the rigor and reproducibility of scientific findings.
Discussion:
- The Experimental Design Accelerator (XDA) is presented as an Internet-based, interactive software solution.
- XDA assists researchers in designing, conducting, and documenting experiments to enhance rigor and replicability.
- It guides users through critical design decisions, offering background information and evaluating choices.
Key Insights:
- XDA systematically addresses key experimental design elements: research model selection, hypothesis development, variable identification, error management, sample size determination, and statistical analysis.
- The software facilitates consistent experiment execution and comprehensive documentation for accurate replication.
- Integrated resources include an online statistics book and access to expert consultation.
Outlook:
- XDA offers a novel approach to improving the quality and reliability of biomedical research.
- Potential applications of interactive software tools in enhancing scientific research practices are highlighted.
- The tool aims to foster more robust and reproducible scientific outcomes.
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