Atlas / Skills / brycewang-stanford / Meta Synthesis Guide

Meta Synthesis GuideSAFE

skills/brycewang-stanford/meta-synthesis-guide

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
1 documented
License
NOASSERTION
Stars
4,537
01

Overview

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Read from source at commit e1ba289846fdOBSERVED · 2026-10-08
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
openclawmentioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: meta-synthesis-guide
description: "Conduct qualitative meta-synthesis and evidence synthesis methods"
metadata:
  openclaw:
    emoji: "⛓️"
    category: "research"
    subcategory: "deep-research"
    keywords: ["meta-synthesis", "qualitative evidence synthesis", "meta-ethnography", "thematic synthesis", "systematic review"]
    source: "wentor-research-plugins"
---

# Meta-Synthesis Guide

A skill for conducting qualitative meta-synthesis -- the systematic integration of findings across multiple qualitative studies. Covers meta-ethnography (Noblit & Hare), thematic synthesis (Thomas & Harden), framework synthesis, and quality appraisal of qualitative studies.

## What Is Qualitative Meta-Synthesis?

### Overview

```
Meta-synthesis is to qualitative research what meta-analysis
is to quantitative research -- it systematically combines
findings from multiple studies to produce higher-order
interpretations.

Key differences from meta-analysis:
  - Interpretive, not statistical aggregation
  - Aims to generate new understanding, not average effect sizes
  - Synthesizes themes, concepts, and metaphors across studies
  - Product is a new interpretation, not a pooled statistic
```

### When to Use Meta-Synthesis

```
Appropriate when:
  - Multiple qualitative studies exist on a topic
  - You want to build theory or deepen understanding
  - Individual studies have limited scope but collectively cover a phenomenon
  - Policy or practice needs an integrated evidence base from qualitative work

Not appropriate when:
  - Studies are too heterogeneous in topic to meaningfully compare
  - Fewer than 3 qualitative studies exist
  - The goal is to measure effect sizes (use meta-analysis instead)
```

## Meta-Ethnography (Noblit & Hare)

### Seven-Step Process

```python
def meta_ethnography_steps() -> dict:
    """
    The seven steps of meta-ethnography (Noblit & Hare, 1988).
    """
    return {
        "step_1_getting_started": {
            "description": "Identify the research question and intellectual interest",
            "output": "Clear synthesis question"
        },
        "step_2_deciding_what_is_relevant": {
            "description": "Systematic search and selection of qualitative studies",
            "output": "Final set of included studies",
            "note": "Use PRISMA flow diagram to document selection"
        },
        "step_3_reading_the_studies": {
            "description": (
                "Read and re-read included studies carefully. "
                "Identify key metaphors, themes, and concepts in each."
            ),
            "output": "List of first-order (participant quotes) and "
                      "second-order (author interpretations) constructs"
        },
        "step_4_determining_how_studies_are_related": {
            "description": (
                "Create a grid mapping constructs across studies. "
                "Determine if studies are reciprocal (about similar things), "
                "refutational (contradictory), or form a line of argument."
            ),
            "output": "Construct comparison table"
        },
        "step_5_translating_studies": {
            "description": (
                "Translate the concepts of one study into the terms of another. "
                "This is the core analytical step -- finding common meaning "
                "expressed in different language."
            ),
            "output": "Translated constructs across all studies"
        },
        "step_6_synthesizing_translations": {
            "description": (
                "Develop third-order constructs -- new interpretations "
                "that go beyond what any single study found."
            ),
            "output": "Third-order constructs (the synthesis)"
        },
        "step_7_expressing_the_synthesis": {
            "description": "Write up the synthesis in a form accessible to the audience",
            "output": "Published meta-synthesis paper"
        }
    }
```

### Types of Synthesis

```
Reciprocal translation:
  Studies are about similar things. Translate them into each other.
  "Study A calls it 'navigating uncertainty'; Study B calls it
   'managing ambiguity'; Study C calls it 'living with not knowing'.
   The overarching construct is 'Tolerating the Unknown.'"

Refutational synthesis:
  Studies contradict each other. Explore why.
  "Study A found empowerment through peer support; Study B found
   peer support increased anxiety. This refutation may be explained
   by the stage of illness at which support was received."

Line of argument synthesis:
  Studies address different aspects that together form a whole.
  "Study A covers diagnosis, B covers treatment, C covers recovery.
   Together they reveal a trajectory of 'Reconstructing Identity.'"
```

## Thematic Synthesis (Thomas & Harden)

### Three-Stage Approach

```
Stage 1: Free coding of findings
  - Treat the findings sections of included studies as data
  - Code them line by line, as in primary qualitative analysis

Stage 2: Organizing codes into descriptive themes
  - Group codes into descriptive themes
  - These are "close to" the original studies

Stage 3: Generating analytical themes
  - Go beyond the content of the original studies
  - Generate new interpretive constructs
  - Answer the synthesis research question
```

## Quality Appraisal

### Assessing Qualitative Studies

```
Tools for appraising qualitative study quality:

  CASP Qualitative Checklist (10 items):
    - Was there a clear statement of aims?
    - Is a qualitative methodology appropriate?
    - Was the research design appropriate?
    - Was the recruitment strategy appropriate?
    - Was data collected in a way that addressed the research issue?
    - Was the relationship between researcher and participants considered?
    - Were ethical issues considered?
    - Was data analysis sufficiently rigorous?
    - Was there a clear statement of findings?
    - How valuable is the 
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-08 · audit v0.4.1 · source sha e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__meta-synthesis-guide.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-08e1ba289846fdSAFEB89first audit
06

Questions

What does the Meta Synthesis Guide skill do?

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Is Meta Synthesis Guide safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Meta Synthesis Guide access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Meta Synthesis Guide work with?

Its documentation mentions openclaw. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (e1ba289846fd), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.

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