Atlas / Skills / revfactory / Systematic Review Protocol

Systematic Review ProtocolSAFE

skills/revfactory/systematic-review-protocol
Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
Apache-2.0
Stars
1,297
01

Overview

An agent skill published by revfactory.

Read from source at commit 459e1bb8f76eOBSERVED · 2026-10-12
02

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: systematic-review-protocol
description: "A specialized skill providing PRISMA protocols and literature search strategies for systematic reviews. Used by the literature-searcher and critic-synthesizer agents when systematically searching, screening, and synthesizing academic literature. Automatically applied in contexts involving 'systematic review,' 'PRISMA,' 'literature search strategy,' 'inclusion/exclusion criteria,' or 'Boolean search.' Note: direct access to academic databases (Scopus, WoS) and meta-analysis statistical execution are outside the scope of this skill."
---

# Systematic Review Protocol

A specialized skill that enhances the literature review capabilities of the literature-searcher and critic-synthesizer agents.

## Target Agents

- **literature-searcher** — Search strategy, PRISMA flow diagram, inclusion/exclusion criteria
- **critic-synthesizer** — Critical appraisal, thematic synthesis, research gap identification

## PRISMA 2020 Flow Diagram

```
Identification
├── Database search: n = [X]
├── Registry search: n = [Y]
└── Other sources: n = [Z]
         |
    After deduplication: n = [A]
         |
Screening
├── Title/Abstract screening: n = [A]
│   └── Excluded: n = [B] (classified by reason)
│
Eligibility
├── Full-text assessment: n = [C]
│   └── Excluded: n = [D]
│       ├── Reason 1: n = [d1]
│       ├── Reason 2: n = [d2]
│       └── Reason 3: n = [d3]
│
Included
└── Final included: n = [E]
    ├── Quantitative studies: n = [e1]
    └── Qualitative studies: n = [e2]
```

## Search Strategy Design

### PICO/PICo Framework

**Quantitative Research (PICO):**

| Element | Definition | Example |
|---------|-----------|---------|
| P - Population | Target group | "University students," "Manufacturing workers" |
| I - Intervention | Intervention/exposure | "Flipped learning," "Remote work" |
| C - Comparison | Comparator | "Traditional lectures," "Office work" |
| O - Outcome | Outcome variable | "Academic achievement," "Productivity" |

**Qualitative Research (PICo):**

| Element | Definition |
|---------|-----------|
| P - Population | Target group |
| I - Interest | Phenomenon of interest |
| Co - Context | Context/environment |

### Boolean Search Query Construction

```
("flipped learning" OR "flipped classroom" OR "inverted classroom")
AND
("motivation" OR "learning motivation" OR "academic motivation" OR "intrinsic motivation")
AND
("higher education" OR "university" OR "college" OR "undergraduate")
```

### Search Query Design Principles

| Principle | Method |
|-----------|--------|
| Include synonyms | Connect with OR |
| Cross concepts | Connect with AND |
| Expanded search | Use truncation (*): learn* -> learning, learner, learned |
| Phrase search | Use quotation marks: "flipped classroom" |
| Limiters | Year, language, document type filters |

### Database-Specific Search Strategies

| Database | Field | Characteristics |
|----------|-------|----------------|
| Google Scholar | General | Wide coverage, includes grey literature |
| PubMed | Medicine/Health | Leverage MeSH terms |
| Scopus | Multidisciplinary | Excellent citation analysis |
| Web of Science | Multidisciplinary | JCR Impact Factors |
| ERIC | Education | Education-specific thesaurus |
| IEEE Xplore | Engineering/IT | Includes conference papers |
| RISS | Korean Academic | Domestic papers/dissertations |

## Inclusion/Exclusion Criteria

```markdown
### Inclusion Criteria

| Criterion | Details |
|-----------|---------|
| Publication period | 2015-2025 |
| Language | English, Korean |
| Study design | Experimental, quasi-experimental, survey |
| Population | University students |
| Intervention | Flipped learning application |
| Outcome variable | Includes learning motivation measurement |
| Publication type | Peer-reviewed journal |

### Exclusion Criteria

| Criterion | Details | Rationale |
|-----------|---------|-----------|
| Protocol only | No results | No data |
| Conference abstracts | Insufficient detail | Cannot verify methodology |
| K-12 population | Different context | Scope limitation |
```

## Literature Quality Assessment Tools

### Quantitative Study Quality Assessment (Simplified)

| Criterion | High | Medium | Low |
|-----------|------|--------|-----|
| Sample size | Adequate (power analysis) | Moderate | Insufficient |
| Random assignment | Yes | Quasi-experimental | Non-experimental |
| Valid measurement tool | Validated instrument | Modified instrument | Self-developed |
| Statistical method appropriateness | Appropriate | Partially appropriate | Inappropriate |
| Attrition rate | < 10% | 10-20% | > 20% |

### Qualitative Study Quality Assessment

| Criterion | Guiding Question |
|-----------|-----------------|
| Clarity of purpose | Is the research question clear? |
| Methodological appropriateness | Is the qualitative method suitable? |
| Research design | Is the design aligned with the purpose? |
| Data collection | Is the data sufficiently in-depth? |
| Analytical rigor | Is the analysis process transparent? |
| Researcher reflexivity | Has the researcher reflected on their influence? |

## Thematic Synthesis

### 3-Stage Synthesis Process

```
Stage 1: Coding (Line-by-line coding)
  -> Extract key findings from each study as codes

Stage 2: Descriptive Themes
  -> Group similar codes to form descriptive themes

Stage 3: Analytical Themes
  -> Derive interpretive insights that go beyond descriptive themes
```
03

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 2026-10-12 · audit v0.4.1 · source sha 459e1bb8f76efull audit observations/trust-audit/skill/revfactory__systematic-review-protocol.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-12459e1bb8f76eSAFEB89first audit
05

Questions

Is Systematic Review Protocol 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 Systematic Review Protocol access on my machine?

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

How current is this page?

The grade is for one exact copy of the source (459e1bb8f76e), read on 2026-10-12. The repository is watched, and a new audit runs when it changes — this is the first audit.

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