bias-scoring

Map qualitative text to a Bias Score using Argumentation Mining.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/FolahanWilliams/decision-intel --skill bias-scoring
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: bias-scoring
Source: https://github.com/FolahanWilliams/decision-intel/tree/main/agent-config/skills/bias-scoring
Command: npx skills add https://github.com/FolahanWilliams/decision-intel --skill bias-scoring

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Maps qualitative text to a quantitative "Bias Score" (0–5) using Argumentation Mining to surface reasoning gaps in decisions.

Core Features & Use Cases

  • Argumentation Mining-based scoring to map premises to conclusions.
  • Detection of cognitive distortions such as Confirmation Bias, Anchoring, Halo Effect, and Sunk Cost Fallacy.
  • Output artifacts including Bias Heatmap, Bias Score, and Primary Bias Type for decision documents and risk assessments.

Quick Start

Input a paragraph of text and request a Bias Score, Bias Heatmap, and Primary Bias Type.

Frequently Asked Questions about bias-scoring

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I quantify bias in a policy memo or risk assessment text?

You can quantify text bias by mapping qualitative paragraphs to a 0–5 Bias Score using argumentation mining. This process analyzes decision documents to surface reasoning gaps and outputs a Bias Heatmap alongside the Primary Bias Type.

What types of cognitive distortions can text bias scoring detect?

Text bias scoring detects cognitive distortions such as Confirmation Bias, Anchoring, Halo Effect, and Sunk Cost Fallacy. The classifier analyzes argumentation structures to identify these specific reasoning gaps in policy memos and risk assessments.

How does argumentation mining work for evaluating decision documents?

Argumentation mining evaluates decision documents by mapping qualitative premises to their conclusions. This mechanism surfaces potential reasoning gaps and cognitive distortions, converting the text into a quantitative 0–5 Bias Score and a visual Bias Heatmap.

Can I score bias in a single paragraph of text?

Yes, you can input a single paragraph of text to receive a Bias Score, Bias Heatmap, and Primary Bias Type. The deterministic scoring model maps the argumentation structure within that paragraph to quantify bias from 0 to 5.

What is a Bias Heatmap and how does it visualize reasoning gaps?

A Bias Heatmap is an output artifact that visualizes reasoning gaps and cognitive distortions in decision documents. It accompanies the 0–5 Bias Score to show exactly where and how qualitative text reflects biased argumentation.

Does bias scoring require any external NLP libraries or dependencies?

No external NLP libraries or dependencies are required. The skill uses a deterministic scoring model with a built-in bias-type classifier to perform text analysis and argumentation mining directly on your input text.