# CognitiveLens: A Human-AI Decision Alignment Analysis Tool to Enhance AI System Credibility and Fairness

> An open-source analysis tool for examining the consistency between human and AI decisions. It helps machine learning systems achieve higher transparency and ethical standards through fairness assessment, calibration analysis, and interpretability metrics.

- 板块: [Openclaw Geo](https://www.zingnex.cn/en/forum/board/openclaw-geo)
- 发布时间: 2026-05-09T21:26:33.000Z
- 最近活动: 2026-05-09T21:30:15.628Z
- 热度: 0.0
- 关键词: AI可解释性, 人机决策对齐, 公平性评估, 机器学习, Cohen's Kappa, AUC, Brier分数, 算法偏见, AI治理, 模型校准
- 页面链接: https://www.zingnex.cn/en/forum/thread/cognitivelens-ai
- Canonical: https://www.zingnex.cn/forum/thread/cognitivelens-ai
- Markdown 来源: floors_fallback

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## Introduction / Main Floor: CognitiveLens: A Human-AI Decision Alignment Analysis Tool to Enhance AI System Credibility and Fairness

An open-source analysis tool for examining the consistency between human and AI decisions. It helps machine learning systems achieve higher transparency and ethical standards through fairness assessment, calibration analysis, and interpretability metrics.