> ## Documentation Index
> Fetch the complete documentation index at: https://docs.ederspark.com/llms.txt
> Use this file to discover all available pages before exploring further.
# Research workflow optimization
> Learn how to integrate Freiya into your research workflow for maximum productivity, from paper discovery to writing and citation
Optimize your research workflow with Freiya. This guide shows you how to integrate the platform into every stage of your research process, from initial literature discovery to final manuscript preparation.
## Overview
An effective research workflow combines systematic organization with flexibility. Freiya supports every phase of the research cycle:
Find and collect relevant papers
Structure your library with collections and tags
Deep dive into papers with Focus mode
Use AI to understand and connect ideas
Export citations and use notes for drafting
Refine and expand your research
## Phase 1: Discovery and collection
### Finding papers
**Search strategies:**
Start with a key paper and find newer work that cites it.
**In Freiya:**
1. Add the seminal paper to your library
2. Note its DOI
3. Use Google Scholar to find citing papers
4. Add relevant papers via DOI
Look at references in key papers to find foundational work.
**In Freiya:**
1. Read a recent review or key paper
2. Note important references
3. Search by DOI or title
4. Add to your library
Follow prolific authors in your field.
**In Freiya:**
1. Use institution search to find authors
2. Add their recent papers
3. Create an author-specific tag
4. Check periodically for new work
Find papers from leading research groups.
**In Freiya:**
1. Search institutions in your field
2. Browse their publications
3. Filter by research area
4. Add relevant papers
### Rapid paper triage
Quick evaluation to decide what to keep:
Import papers quickly using DOI search
Skim the auto-fetched abstract
Add "to-read", "maybe", or topic tags
Jot down why it's relevant (one sentence)
Move on or read more based on relevance
Set aside dedicated time each week for paper discovery. Consistency beats marathon sessions.
## Phase 2: Organization
### Collection structure
Create a logical hierarchy for your research:
**Example structure:**
```
Paper Collections:
├── Project: Thesis
│ ├── Ch1 - Introduction
│ ├── Ch2 - Literature Review
│ ├── Ch3 - Methodology
│ └── Ch4 - Results
├── Background Reading
│ ├── Foundational Papers
│ └── Recent Reviews
├── Methodology References
└── Papers to Cite
Chat Collections:
├── Thesis Brainstorming
├── Methodology Questions
└── Paper Analysis
```
### Tagging system
Develop a consistent tagging strategy:
**Multi-dimensional tags:**
Track reading progress:
* `to-read` - Haven't read yet
* `reading` - Currently reading
* `read` - Finished reading
* `review-needed` - Need to re-read
Prioritize papers:
* `key-paper` - Essential to your work
* `foundational` - Important background
* `supporting` - Supplementary material
* `to-cite` - Plan to reference
Categorize by content:
* `methodology` - Method-focused
* `theory` - Theoretical work
* `application` - Applied research
* `review` - Review papers
Field-specific or project tags:
* Your research areas
* Specific techniques
* Data types
* Populations studied
Use lowercase with hyphens for consistency. Decide on your system early and stick to it.
### Weekly organization routine
**Sunday prep (15 minutes):**
1. Review papers added this week
2. Verify tags are applied
3. Move to appropriate collections
4. Update reading priorities
5. Plan next week's reading
## Phase 3: Reading and annotation
### Deep reading workflow
Open paper in Focus mode
* Abstract and conclusions
* Figures and tables
* Section headings
* Highlight key points (yellow)
* Read introduction thoroughly
* Understand methodology (green highlights)
* Analyze results
* Add comments to highlights
* Evaluate arguments
* Note limitations (red highlights)
* Identify questions (purple highlights)
* Consider applications
Write summary in paper notes
### Annotation best practices
**Color coding strategy:**
| Phase | Color | What to Highlight |
| ------------- | ------ | ----------------------------------- |
| **Skim** | Yellow | Key findings, main claims |
| **Detailed** | Green | Methodology, approach details |
| **Analysis** | Blue | Important quotes for citations |
| **Critical** | Red | Limitations, concerns |
| **Synthesis** | Purple | Questions, future work, connections |
| **Examples** | Orange | Useful examples, case studies |
**Comment guidelines:**
* **Summaries** - Paraphrase in your own words
* **Questions** - Note what's unclear
* **Connections** - Link to other papers
* **Applications** - How it applies to your work
* **Criticisms** - Evaluate strengths and weaknesses
Add emojis for quick visual scanning: 💡 insights, ❓ questions, ⭐ very important, 🚨 critical
### Note-taking template
Use this structure in paper notes:
```markdown theme={null}
# Quick Summary
[One paragraph summary in your own words]
# Key Findings
- Finding 1
- Finding 2
- Finding 3
# Methodology
[Brief description of methods used]
# Strengths
- What this paper does well
# Limitations
- What's missing or problematic
# Relevance to My Work
[How this connects to your research]
# Questions / Follow-up
- Things to investigate further
# Related Papers
- [Link to other papers in your library]
```
## Phase 4: Analysis and synthesis
### Using AI for analysis
**Effective AI questions:**
```
Explain the authors' main argument in simple terms.
What assumptions underlie their methodology?
How does this work relate to [other paper]?
```
```
What are potential weaknesses in their approach?
What alternative explanations weren't considered?
How might these findings be limited by [factor]?
```
```
Compare the methodology in this paper to [Paper B].
How do these findings complement [other research]?
What gaps remain in the literature after this work?
```
```
How could I adapt this methodology for [my context]?
What would need to change to apply this to [domain]?
What tools or resources would I need to replicate this?
```
### Literature matrix
Create a comparison table (use external spreadsheet or document):
| Paper | Year | Method | Sample | Key Finding | Limitation | Relevance |
| ---------- | ---- | ------ | ---------- | --------------- | ---------------- | ----------------- |
| Smith 2020 | 2020 | RCT | 500 | Effect size 0.8 | Small sample | Direct comparison |
| Jones 2021 | 2021 | Survey | 2000 | Confirms trend | Self-report bias | Context |
| Lee 2022 | 2022 | Meta | 50 studies | Moderate effect | Heterogeneity | Background |
**Export from Freiya:**
1. Select papers in collection
2. Export as CSV
3. Open in spreadsheet
4. Add analysis columns
5. Fill in your notes
## Phase 5: Writing and citation
### From annotations to outline
Export all highlights from key papers as Markdown
Organize highlights by the points you want to make
Structure highlights into a logical argument flow
Write around your organized highlights
Generate citations for referenced work
### Citation workflow
**For LaTeX users:**
Apply `to-cite` tag to relevant papers
Select papers and export as .bib file
Add .bib file to your LaTeX project
Use `\cite{key}` in your document
Re-export when adding papers
**For Word/Google Docs users:**
Create citations in required format (APA, MLA, etc.)
One-click copy formatted citations
Add to your reference list
Add (Author, Year) references manually or use Zotero/Mendeley
### Writing with AI assistance
**Ethical AI use for writing:**
✅ **Use AI to:**
* Explain concepts you're reading
* Brainstorm connections between ideas
* Understand difficult passages
* Explore alternative phrasings
* Check logical flow
❌ **Don't use AI to:**
* Write your paper for you
* Generate text to submit as yours
* Replace actual reading and thinking
* Avoid understanding source material
* Bypass proper citation
**Best practices:**
1. Always write in your own words
2. Cite original sources, not AI
3. Use AI as a tutor, not a ghostwriter
4. Check institutional policies on AI use
5. Be transparent about AI usage if required
## Phase 6: Iteration and maintenance
### Monthly review
**End-of-month routine (30 minutes):**
Check all papers added this month
Remove redundant tags, merge similar ones
Move papers to appropriate collections
Create "Completed Projects" collection for finished work
Identify gaps in literature, plan new searches
### Semester/project end
**Wrap-up activities:**
1. **Export everything** - Back up your library
2. **Final organization** - Ensure everything is tagged and noted
3. **Create summary** - Write project overview with key papers
4. **Archive** - Move project to archive collection
5. **Reflect** - What worked? What would you improve?
## Advanced workflows
### Collaborative research
**Team coordination:**
* Use shared chat collections for team discussions
* Create standardized tag systems
* Export and share paper lists
* Coordinate annotation styles
* Regular sync meetings
### Multi-project management
**Juggling multiple projects:**
* Separate collections per project
* Use project-specific tags
* Color-code collections
* Dedicated chat collections per project
* Weekly project reviews
### Literature review projects
**Systematic review workflow:**
1. **Define scope** - Create inclusion/exclusion criteria collection
2. **Search systematically** - Document search terms and sources
3. **Screen abstracts** - Tag: `include`, `exclude`, `maybe`
4. **Full-text review** - Deep read included papers
5. **Extract data** - Use annotation system consistently
6. **Synthesize** - Use AI to help identify themes
7. **Write** - Export citations and highlights
## Time-saving tips
Do similar tasks together: add papers in batches, tag in batches
Learn and use shortcuts for common actions
Use consistent note templates for faster writing
Set aside dedicated time for organization
## Common pitfalls
**Avoid these workflow mistakes:**
1. **Over-collecting** - Adding papers you'll never read
2. **Under-tagging** - Not organizing as you go
3. **Inconsistent highlighting** - Random color usage
4. **Skipping summaries** - Not writing notes while reading
5. **No backups** - Failing to export your work
6. **Perfectionism** - Spending too long organizing vs. reading
7. **Ignoring review** - Not revisiting and refining annotations
## Customization ideas
Adapt these workflows to your style:
**For theory-heavy research:**
* Add "framework" tag for conceptual papers
* Create "theory" vs "empirical" collections
* Use more detailed note templates
* AI chats for concept clarification
**For empirical research:**
* Tag by methodology type
* Create data/methods collections
* Highlight statistical details
* Note replication considerations
**For interdisciplinary work:**
* Multiple field-specific tag sets
* Cross-disciplinary comparison collections
* "Bridge papers" that connect fields
* AI to explain unfamiliar terminology
## Tools integration
**Freiya plays well with:**
* **Reference managers** - Export to Zotero, Mendeley
* **Note apps** - Export markdown to Obsidian, Notion
* **LaTeX** - BibTeX export
* **Spreadsheets** - CSV export for analysis
* **Cloud storage** - Back up your exports
## Related resources
More productivity tips and strategies
Speed up your workflow with shortcuts
Deep dive into organizing with collections
Master annotation and highlighting