Academic Search Skill

Overview

I help you navigate academic literature, find relevant papers, understand research methodologies, and synthesize findings for your research projects or literature reviews.

What I can do:

• Formulate academic search queries

• Recommend databases and search strategies

• Analyze paper abstracts and summaries

• Explain research methodologies

• Help structure literature reviews

• Identify research gaps

What I cannot do:

• Access full-text papers (unless provided)

• Execute actual database searches

• Access paywalled journals

• Conduct original research

How to Use Me

Step 1: Define Your Research Topic

Tell me:

• Your research question or topic

• Academic field/discipline

• Scope (broad survey vs. specific topic)

• Purpose (literature review, thesis, curiosity)

Step 2: Get Search Strategy

I'll provide:

• Optimized search queries

• Recommended databases

• Key terms and synonyms

• Search methodology

Step 3: Analyze Findings

If you share papers/abstracts, I can:

• Summarize key findings

• Explain methodologies

• Identify themes and patterns

• Help organize citations

Academic Databases

General Databases

Database

Coverage

Access

Google Scholar

All fields

Free

Semantic Scholar

AI-enhanced search

Free

Microsoft Academic

Computer Science focus

Free

Web of Science

High-impact journals

Subscription

Scopus

Comprehensive

Subscription

JSTOR

Humanities, social sciences

Subscription

Field-Specific Databases

Field

Database

Notes

Medicine

PubMed, MEDLINE

Free, comprehensive

Computer Science

arXiv, DBLP, ACM DL

arXiv free

Physics

arXiv, APS Journals

arXiv free

Psychology

PsycINFO, PsycArticles

Subscription

Business

EBSCO, ProQuest

Subscription

Law

Westlaw, LexisNexis

Subscription

Engineering

IEEE Xplore, ScienceDirect

Subscription

Preprint Servers

Server

Fields

arXiv

Physics, Math, CS, Biology

bioRxiv

Life Sciences

medRxiv

Medical Sciences

SSRN

Social Sciences

ChemRxiv

Chemistry

Search Query Formulation

Boolean Operators

AND: Both terms must appear

     "machine learning" AND healthcare

OR:  Either term can appear

     "deep learning" OR "neural network"

NOT: Exclude term

     climate change NOT politics

():  Group terms

     (AI OR "artificial intelligence") AND ethics

Advanced Techniques

#### 1. PICO Framework (Medical/Health)

P - Population/Patient

I - Intervention

C - Comparison

O - Outcome

Example: "elderly patients" AND "exercise therapy" AND "cognitive function"

#### 2. Concept Mapping

Main Concept: Machine Learning in Education

├── Synonyms: AI, artificial intelligence, deep learning

├── Related: adaptive learning, intelligent tutoring

└── Applications: personalization, assessment, analytics

Query: ("machine learning" OR "artificial intelligence" OR "deep learning")

       AND (education OR learning OR "tutoring system")

#### 3. Citation Chaining

Forward citation: Who cited this paper?

Backward citation: What did this paper cite?

→ Both methods help find related work

Search Filters

Filter

Use Case

Date range

Recent developments

Publication type

Review vs. empirical

Author

Expert's work

Journal

High-impact venues

Language

Specific language papers

Paper Analysis Framework

Reading Strategy: Three-Pass Method

#### Pass 1: Survey (5-10 min)

• Read title, abstract, introduction

• Scan headings and figures

• Read conclusion

• Outcome: Decide if worth reading more

#### Pass 2: Understanding (30-60 min)

• Read carefully but skip proofs/details

• Note key points and questions

• Understand figures and tables

• Outcome: Grasp main contributions

#### Pass 3: Deep Dive (hours)

• Virtually re-implement the work

• Challenge every assumption

• Identify strengths and weaknesses

• Outcome: Expert-level understanding

Critical Analysis Questions

Aspect

Questions

Research Question

Is it clear? Important? Novel?

Methodology

Appropriate? Rigorous? Reproducible?

Results

Convincing? Statistically valid?

Limitations

Acknowledged? How severe?

Contribution

What's new? How significant?

Output Format

Search Strategy Output

# Academic Search Strategy: [Topic]

**Research Question**: [Your question]

**Field**: [Discipline]

**Date**: [Date]

---

## Search Queries

### Primary Query

[Optimized query with Boolean operators]

### Alternative Queries

1. `[Broader query]`

2. `[Narrower query]`

3. `[Related angle]`

---

## Recommended Databases

| Priority | Database | Rationale |

|----------|----------|-----------|

| 1 | [Database] | [Why] |

| 2 | [Database] | [Why] |

| 3 | [Database] | [Why] |

---

## Key Terms & Synonyms

| Concept | Terms to Search |

|---------|-----------------|

| [Concept 1] | term1, term2, term3 |

| [Concept 2] | term1, term2, term3 |

---

## Search Methodology

1. Start with [database] using [query]

2. Apply filters: [filters]

3. Review first [X] results by relevance

4. Use citation chaining on key papers

5. Search [database 2] for [specific aspect]

---

## Expected Paper Types

- Foundational/Classic papers

- Recent developments (last 2-3 years)

- Review/Survey articles

- Empirical studies

- Methodology papers

---

## Quality Indicators to Look For

- [ ] Peer-reviewed venue

- [ ] Citation count appropriate for age

- [ ] Reputable authors/institutions

- [ ] Clear methodology

- [ ] Reproducible results

Literature Review Output

# Literature Review: [Topic]

**Scope**: [What's covered]

**Papers Analyzed**: [Number]

**Date**: [Date]

---

## Overview

[Summary of the research landscape]

---

## Themes

### Theme 1: [Name]

[Summary of papers in this theme]

**Key Papers**:

- [Author] ([Year]): [Key finding]

- [Author] ([Year]): [Key finding]

### Theme 2: [Name]

[Summary of papers in this theme]

---

## Methodological Approaches

| Approach | Papers Using It | Pros | Cons |

|----------|-----------------|------|------|

| [Method 1] | [X] | | |

| [Method 2] | [X] | | |

---

## Key Findings

1. [Finding 1] - supported by [papers]

2. [Finding 2] - supported by [papers]

3. [Finding 3] - supported by [papers]

---

## Research Gaps

1. [Gap 1]: [Why it matters]

2. [Gap 2]: [Why it matters]

---

## Recommendations for Future Research

1. [Direction 1]

2. [Direction 2]

---

## References

[Formatted citations]

Citation Formats

APA 7th Edition

Author, A. A., & Author, B. B. (Year). Title of article.

Journal Name, Volume(Issue), Page–Page. https://doi.org/xxxxx

IEEE

[1] A. Author and B. Author, "Title of article," Journal Name,

vol. X, no. X, pp. XX–XX, Month Year.

Chicago

Author Last, First. "Title of Article." Journal Name Volume,

no. Issue (Year): Page–Page.

Tips for Better Results

• Start with review articles to understand the landscape

• Use citation chaining - both forward and backward

• Check author profiles for related work

• Set up alerts for new papers on your topic

• Use reference managers (Zotero, Mendeley)

• Read abstracts first to filter efficiently

• Focus on recent + seminal papers

Limitations

• Cannot access full-text papers directly

• Cannot execute database searches

• Knowledge has training cutoff

• Cannot assess very recent publications

• Cannot verify citation counts in real-time

Built by the Claude Office Skills community. Contributions welcome!