AI-generated language in introductory physics lab reports in the first year of ChatGPT

This article investigates 797 introductory college and university physics lab reports to find the prevalence and character of AI-generated language in them after the release of ChatGPT. The lab reports were inspected manually and using two AI detection services, GPTZero and Turnitin. In the year after the release of ChatGPT, generative AI language was found in 7.7% of lab reports. Students who used generative AI tended to use it multiple times. Six qualitative features of generative AI language were identified and given labels; verbose generality, fake concern, absence of numbers, suspicious formatting, significant ‘waffling’, and unrelated example. The AI detection services were found to be useful in detecting AI-generated language as they can highlight suspected sentences. Their AI detection scores and verdicts generally correlated with the presence of manually found generative AI language. The presence of false positives is demonstrated, as is the difficulty the technical writing nature of physics lab reports give the AI detection services.

Authors

Institutions

Publication Details

Journal
Discover Artificial Intelligence
Published
2025-12-22
DOI
https://doi.org/10.1007/s44163-025-00742-7
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

AI-generated language in introductory physics lab reports in the first year of ChatGPT

K. Arvidsson
Discover Artificial Intelligence
Artificial Intelligence in Healthcare and Education
article

AI-generated language in introductory physics lab reports in the first year of ChatGPT

K. Arvidsson
article en

Abstract

This article investigates 797 introductory college and university physics lab reports to find the prevalence and character of AI-generated language in them after the release of ChatGPT. The lab reports were inspected manually and using two AI detection services, GPTZero and Turnitin. In the year after the release of ChatGPT, generative AI language was found in 7.7% of lab reports. Students who used generative AI tended to use it multiple times. Six qualitative features of generative AI language were identified and given labels; verbose generality, fake concern, absence of numbers, suspicious formatting, significant ‘waffling’, and unrelated example. The AI detection services were found to be useful in detecting AI-generated language as they can highlight suspected sentences. Their AI detection scores and verdicts generally correlated with the presence of manually found generative AI language. The presence of false positives is demonstrated, as is the difficulty the technical writing nature of physics lab reports give the AI detection services.

Discover Artificial IntelligenceVol. 5(1)
Schreiner University (US)
Quality Education
Openalex Percentile: Top 41%
Artificial Intelligence in Healthcare and Education
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.