II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--reproducible-research-pipeline
reproducible-research-pipeline overview
Establish version-controlled, documented workflows - Guides researchers through creating fully reproducible research pipelines with proper version control, documentation, and automation.
Attributes
displayName
reproducible-research-pipeline
description
Establish version-controlled, documented workflows - Guides researchers through
creating fully reproducible research pipelines with proper version control, documentation, and automation.
libraryPath
library/specializations/domains/science/scientific-discovery/reproducible-research-pipeline.js
specialization
scientific-discovery
references
- - Wilson, G. et al. (2017). Good Enough Practices in Scientific Computing - Sandve, G.K. et al. (2013). Ten Simple Rules for Reproducible Computational Research - Stodden, V. et al. (2014). Implementing Reproducible Research - The Turing Way Community (2022). The Turing Way: A Handbook for Reproducible Data Science
example
const result = await orchestrate('domains/science/scientific-discovery/reproducible-research-pipeline', {
project: { name: 'Climate Analysis Study', language: 'R', framework: 'targets' },
data: { sources: ['weather_stations.csv', 'satellite_data.nc'], preprocessing: ['cleaning', 'imputation'] },
analyses: ['descriptive_stats', 'regression_models', 'sensitivity_analysis'],
outputFormats: ['pdf_report', 'html_dashboard', 'data_archive']
});
usesAgents
- hypothesis-generator
Outgoing edges
lib_applies_to_domain1
- domain:scientific-discovery·DomainScientific Discovery
lib_belongs_to_specialization2
- specialization:scientific-research-methods·SpecializationScientific Research Methods
- specialization:scientific-discovery·SpecializationScientific Discovery
lib_implements_workflow2
- workflow:experiment-design·WorkflowExperiment Design
- workflow:peer-review-cycle·WorkflowPeer Review Cycle
lib_involves_role2
- role:research-engineer·RoleResearch Engineer
- role:computational-scientist·RoleComputational Scientist
lib_requires_skill_area3
- skill-area:data-analysis·SkillAreaData Analysis
- skill-area:statistical-analysis·SkillAreaStatistical Analysis
- skill-area:deep-web-research·SkillAreaDeep Web Research
Incoming edges
None.