User Interaction Dataset for CSCW 2023 paper "How Stated Accuracy of an AI System and Analogies to Explain Accuracy Affect Human Reliance on the System."

This repo contains all code, data, and user interfaces associated with the paper "How Stated Accuracy of an AI System and Analogies to Explain Accuracy Affect Human Reliance on the System." It mainly contains a human-AI decision making study within the context of loan approval tasks. We collected user decisions before and after the AI advice with access to stated accuracy of the AI system and analogy to elucidate the stated accuracy. We also provided interface built upon flask to reimplement our experiments.

本代码仓库包含与论文《人工智能系统的宣称准确率及用于解释该准确率的类比如何影响人类对系统的依赖程度》相关的全部代码、数据集与用户界面。本仓库的核心内容为一项面向贷款审批任务的人机决策研究：我们采集了用户在获取AI系统宣称准确率、并通过类比阐释该准确率前后的决策数据。此外，我们还提供了基于Flask框架构建的用户界面，以复现本研究的各项实验。