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Water Balloon Physics Image Require-GenAI task

Design · All designs
Evidence · no claims cited

Description

A second Require-GenAI task in which GenAI has a dual role: "it is simultaneously the source of the artifact being analyzed and the tool students use to correct it." Students receive a GenAI-generated image of a child swinging a water balloon in horizontal circles, identify physically impossible elements, use GenAI to generate a more accurate image, and ask GenAI to construct a correct free body diagram. A three-way error classification (what GenAI identified, what the student identified independently, what the student believes GenAI misidentified) makes independent judgment directly observable and separable from AI contribution.

Design Implications

Context

Requirements

  • The accuracy-ceiling criterion: GenAI consistently missed at least one expert-anchored error in the image and FBD, as confirmed by the expert answer key

Constraints

  • A student who cannot independently identify errors beyond what GenAI flags produces an artifact that fails the distinguishability condition

Target Learners

  • Undergraduate introductory physics students

Learning Goals

  • Independent identification of Newtonian mechanics violations and physics-grounded critique of AI-generated diagrams

Claims

Examples

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Key Sources

  • Gao, Y., Chen, Z., Li, M., & Zhai, X. (2026). Generative AI as a Design Variable: An Evidence-Centered Framework for Principled Governance in STEM Assessment. doi:10.48550/arxiv.2605.24837
Page metadata
Field Value
type design
id water-balloon-physics-image-task
title Water Balloon Physics Image Require-GenAI task
description A second Require-GenAI task in which GenAI has a dual role: "it is simultaneously the source of the artifact being analyzed and the tool students use to correct it." Students receive a GenAI-generated image of a child...
status review
generated by process:settle-candidates on 2026-10-11
trust unverified — no one has confirmed this page's content
sources 1 — gao-2026

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