Post-test biology knowledge and pre-test AI knowledge significantly predicted post-test AI knowledge¶
Claim · All claims
Evidence · 1 study · designr2·q3
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person
Subclaims¶
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q3 i? Students' overall biology knowledge at the end of the lessons and their AI knowledge at the beginning significantly predicted their overall AI knowledge after the lessons. → Shenghua Zha 2025
Evidence¶
Shenghua Zha 2025¶
Shenghua Zha, Marcy Maulucci Bragdon, Na Gong, Jinhui Wang, Silas Leavesley, Rachel Eaton, Erin Bosarge. (2025). A Case Study of Integrating AI Literacy Education in a Biology Class. International Journal of Artificial Intelligence in Education. https://doi.org/10.1007/s40593-025-00476-8
q3 · i? · design · r2
Multiple regression with post-test AI knowledge as outcome, post-test biology knowledge as predictor and pre-test AI knowledge as control. The model was significant, F(2, 26) = 25.87, p < .01, R2 = 0.64; printed equation: AIpost-test = 0.39Biology post-test + 0.63AIpre-test + 1.63.
"Results of the regression analysis showed that students' overall AI knowledge at the beginning of the lessons and their biology knowledge at the end of the lesson significantly predicted their overall AI knowledge after the lesson, F(2, 26) = 25.87, p <.01, R2 = 0.64."
Discussion¶
Related Claims¶
- Students' overall AI knowledge improved significantly after four integrated AI-biology lessons — related
- Prior biology knowledge predicted new AI knowledge in Lessons 1 and 2 but not in Lessons 3 and 4 — related
- Students' overall biology knowledge showed only a slight, statistically non-significant increase — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
biology-and-prior-ai-predict-post-ai-knowledge |
title |
Post-test biology knowledge and pre-test AI knowledge significantly predicted post-test AI knowledge |
description |
Post-test biology knowledge and pre-test AI knowledge significantly predicted post-test AI knowledge |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2025 |
generated |
by process:wiki-ingest on 2026-10-12 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — shenghua-zha-2025 |
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