Meta Results Risk Of Bias

Source: https://github.com/aipoch/medical-research-skills

When to Use

• Use this skill when the request matches its documented task boundary.
• Use it when the user can provide the required inputs and expects a structured deliverable.
• Prefer this skill for repeatable, checklist-driven execution rather than open-ended brainstorming.

Key Features

• Scope-focused workflow aligned to: Generates the "Risk of Bias" results section for a meta-analysis based on assessment tables and statistics. Use when the user wants to draft the risk of bias analysis text from provided data tables.
• Packaged executable path(s): scripts/format_result.py plus 1 additional script(s).
• Structured execution path designed to keep outputs consistent and reviewable.

Dependencies

• Python: 3.10+. Repository baseline for current packaged skills.
• Third-party packages: not explicitly version-pinned in this skill package. Add pinned versions if this skill needs stricter environment control.

Example Usage

cd "20260316/scientific-skills/Academic Writing/meta-results-risk-of-bias"
python -m py_compile scripts/format_result.py
python scripts/format_result.py --help

Example run plan:

1. Confirm the user input, output path, and any required config values.
2. Edit the in-file CONFIG block or documented parameters if the script uses fixed settings.
3. Run python scripts/format_result.py with the validated inputs.
4. Review the generated output and return the final artifact with any assumptions called out.

Implementation Details

See ## Workflow above for related details.

• Execution model: validate the request, choose the packaged workflow, and produce a bounded deliverable.
• Input controls: confirm the source files, scope limits, output format, and acceptance criteria before running any script.
• Primary implementation surface: scripts/format_result.py with additional helper scripts under scripts/.
• Parameters to clarify first: input path, output path, scope filters, thresholds, and any domain-specific constraints.
• Output discipline: keep results reproducible, identify assumptions explicitly, and avoid undocumented side effects.

Validation Shortcut

Run this minimal command first to verify the supported execution path:

python scripts/format_result.py --help

Risk of Bias Results Generator

This skill generates a professional, academic "Risk of Bias" results section for a meta-analysis. It analyzes the provided statistics and detailed assessment table, drafts the text using a clinical expert persona, and automatically formats the output with necessary figure citations.

When to Use This Skill

Use this skill when the user provides:

1. Title: The title of the meta-analysis.
2. Language: Target language (Chinese or English).
3. Statistics: A summary table of bias risk assessment.
4. Detailed Assessment Table: Detailed scores for each study across domains (D1-D5).

And asks for:

• A draft of the "Results" section regarding risk of bias.
• An analysis of the bias risk.

Workflow

1. Draft Text: Analyze the input tables and draft an academic summary (>300 words).
   • Summarize overall risk (High, Some concerns, Low).
   • Analyze each domain (D1-D5) specifically.
   • Use specific numbers from the statistics table.
2. Format Output: Automatically insert the figure citation (Figure 1) before the last punctuation and append the figure caption.

Usage Instructions

1. Draft the Content

Use the following prompt to generate the initial text:

Role: Clinical Medical Expert

Task: Write an academic "Results" section based on the following inputs:

• Title: {{title}}
• Detailed Assessment Table: {{Detailed_Assessment_Table}}
• Statistics: {{statistics}}

Requirements:

1. Explicitly state the total number of studies evaluated.
2. First, summarize the Overall bias risk (High, Some concerns, Low).
3. Then, analyze each domain (D1-D5) specifically.
4. Use specific numbers from the statistics table.
5. Maintain a professional, objective, academic style.
6. Length: >300 words.
7. Language: {{language}}

2. Format the Result

Run the formatting script to insert the figure citation and caption.

python scripts/format_result.py --text "<generated_text>" --language "{{language}}"

Tools and Scripts

• scripts/format_result.py: Inserts (Figure 1) and appends the figure placeholder and caption.