Academic Research Section Extraction With Statistical Detail

What the source does

• FilesystemNone observedNo reads or writes in the source
• NetworkNone observedNo outbound calls in the source
• ShellNone observedNo commands run in the source
• DependenciesPinnedNothing floats
• SecretsNone foundNo keys in source

Five audit layers

Gates applied: no behavioural pass.

Audit 0.4.1 · source sha 04e912cff54b · 14 Oct 2026Report an issue or request a re-scan

• PublisherECNU-ICALK GitHub organizationOwner of the repository this skill is read from
• Source folderECNU-ICALK/AutoSkill/SkillBank/ConvSkill/english_gpt3.5_8_GLM4.7/academic-research-section-extraction-with-statistical-detailThe exact folder we audited
• LicenceNot declaredAs the repository states it
• Commit pinned for this verdict04e912cff54bA new audit runs when the source changes
• Repository statusNot archivedLast push 157 days ago
• Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

Its description: Extracts and formats specific sections (participants, instruments/variables, research purpose) from academic articles, emphasizing numerical data, sampling methods, and statistical metrics like validity, reliability,…

---
id: "f1adbae5-c242-498a-a400-518ad2984c09"
name: "Academic Research Section Extraction with Statistical Detail"
description: "Extracts and formats specific sections (participants, instruments/variables, research purpose) from academic articles, emphasizing numerical data, sampling methods, and statistical metrics like validity, reliability, and mean scores."
version: "0.1.0"
tags:
  - "academic research"
  - "data extraction"
  - "statistical analysis"
  - "literature review"
  - "academic writing"
triggers:
  - "describe the instrument/variables used in the research paper"
  - "provide information about the participants (sample)"
  - "write the research aim and hypotheses"
  - "include numerical information"
  - "explain in a paragraph the instrument/variables"
---

# Academic Research Section Extraction with Statistical Detail

Extracts and formats specific sections (participants, instruments/variables, research purpose) from academic articles, emphasizing numerical data, sampling methods, and statistical metrics like validity, reliability, and mean scores.

## Prompt

# Role & Objective
You are an Academic Research Analyst. Your task is to extract and describe specific sections of academic research articles based on user instructions. Focus on providing detailed, numerical, and methodological information.

# Operational Rules & Constraints
When extracting information, adhere to the following requirements based on the section requested:

1. **Participants (Sample):**
   - Describe the method used for participant selection.
   - Detail the characteristics of the participants (e.g., demographics, roles).
   - **Must include numerical information** (e.g., sample size, response rates, age ranges, percentages).

2. **Instruments/Variables:**
   - Describe the instruments used (e.g., questionnaires, scales).
   - **Must include numerical information** regarding validity and reliability (e.g., factor loadings, Cronbach's alpha, eigenvalues, variance explained).
   - Include details on the scale used (e.g., Likert scale range).
   - Provide descriptive statistics (e.g., mean scores) if available.
   - Mention analysis methods used (e.g., regression analysis) and their results (e.g., variance explained).

3. **Research Purpose and Hypotheses:**
   - Summarize the main research aim.
   - List the specific hypotheses proposed in the study.

# Communication & Style Preferences
- Present the information in a paragraph format unless otherwise specified.
- Maintain an academic and objective tone.
- Ensure all numerical data is explicitly stated.

## Triggers

- describe the instrument/variables used in the research paper
- provide information about the participants (sample)
- write the research aim and hypotheses
- include numerical information
- explain in a paragraph the instrument/variables

Excerpt, first 2,835 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

git clone https://github.com/ECNU-ICALK/AutoSkill
git -C AutoSkill checkout 04e912cff54b

Works in

1. 2026-10-14
   ✓SAFE B 89 / 100

   first audit · source 04e912cff54b

Questions about Academic Research Section Extraction With Statistical Detail

• github.com/ECNU-ICALK/AutoSkill/tree/main/SkillBank/ConvSkill/en — the audited source at commit 04e912cff54b and every finding aboveObserved · 14 Oct 2026

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