Synthesizes research findings into coherent narratives with uncertainty quantification. Use when integrating findings from multiple sources, creating research summaries, drawing conclusions from evidence, or communicating research results. Triggers on phrases like "synthesize", "integrate findings", "what's the conclusion", "summarize research", "overall picture", "bring together".
Synthesizes findings from multiple research sources into coherent narratives with uncertainty quantification. Triggers on phrases like "synthesize," "integrate findings," or "summarize research" to create evidence-based conclusions with confidence levels.
/plugin marketplace add poemswe/co-researcher/plugin install co-researcher@co-researcher-marketplaceThis skill inherits all available tools. When active, it can use any tool Claude has access to.
This skill guides the integration of diverse research findings into coherent, actionable conclusions.
| Source | Type | Quality | Key Contribution |
|---|---|---|---|
| [Source] | [Type] | [Rating] | [Main finding] |
CHECKPOINT: Confirm synthesis scope and purpose with user.
Group findings by:
By Conclusion:
By Evidence Strength:
For each major finding:
| Factor | Weight Modifier |
|---|---|
| Sample size | Larger = higher weight |
| Study design | RCT > observational |
| Peer review | Reviewed > not reviewed |
| Replication | Replicated > single study |
| Recency | More recent = higher (usually) |
| Relevance | Direct > indirect evidence |
Step 1: Verify actual disagreement
Step 2: Assess relative quality
Step 3: Identify explanatory factors
Step 4: Synthesis approach
| Situation | Approach |
|---|---|
| Quality difference | Favor higher quality |
| Context difference | Specify conditions |
| Genuine debate | Present both positions |
| Unexplained | Acknowledge uncertainty |
CHECKPOINT: Present contradictions and proposed resolution for user input.
Conceptual Framework: Organize around theoretical concepts
Concept 1 → Concept 2 → Concept 3
↓ ↓ ↓
[Findings] [Findings] [Findings]
Chronological: Trace evolution of understanding
Early understanding → Key developments → Current state
Problem-Solution: Frame around practical questions
Problem → Evidence → Solutions → Remaining gaps
Argument-Based: Build toward conclusions
Claim → Evidence → Counterclaim → Resolution → Conclusion
| Source | Description | Handling |
|---|---|---|
| Measurement | Data collection errors | Acknowledge precision limits |
| Sampling | Non-representative samples | Note generalizability limits |
| Model | Theoretical assumptions | Test sensitivity |
| Conflict | Disagreeing sources | Present range of views |
| Gap | Missing information | Explicitly note unknowns |
Use calibrated language:
| Confidence | Language |
|---|---|
| Very high (>95%) | "The evidence clearly shows..." |
| High (80-95%) | "The evidence strongly suggests..." |
| Moderate (60-80%) | "The evidence suggests..." |
| Low (40-60%) | "Some evidence indicates..." |
| Very low (<40%) | "Limited evidence hints at..." |
For each key conclusion:
| Evidence Strength | Recommendation Type |
|---|---|
| Strong | Direct recommendation |
| Moderate | Conditional recommendation |
| Weak | Suggestion for consideration |
| Insufficient | No recommendation (need more research) |
# Research Synthesis: [Topic]
## Executive Summary
[2-3 paragraph overview of key findings]
## Purpose
[Research question and synthesis goals]
## Sources Synthesized
[Brief description of evidence base]
## Key Findings
### Finding 1: [Statement]
**Confidence**: [Level]
**Evidence**: [Summary of supporting sources]
**Caveats**: [Limitations or conditions]
### Finding 2: [Statement]
[Same structure]
## Areas of Uncertainty
- [Uncertainty 1]: [Description and implications]
- [Uncertainty 2]: [Description and implications]
## Contradictions and Debates
- [Topic]: [Summary of disagreement and interpretation]
## Conclusions
[Integrated conclusions with confidence levels]
## Implications
- For [audience 1]: [Implications]
- For [audience 2]: [Implications]
## Research Gaps
[What remains unknown and needs investigation]
## References
[Formatted citations]
CHECKPOINT: Review synthesis for accuracy and completeness with user.