08/24/2026
Please don't use AI to generate science images. Even the human is wrong 🤦🏻♀️
Fishing for AI use in science education using modern knowledge of fishes. Artificial Intelligence (AI) is a new reality in education, presenting many opportunities and challenges for educators, students, and researchers alike. While it can be effective and ethical use can be context-specific and, at times, a bit murky, its general appeal is easy to understand. AI can boil down hours of note review, literature searches, and synthesis into a few taps on a keyboard, and this will inevitably revolutionise the educational landscape. But beware, there’s a snag: AI can fail at fish biology, and that tempting AI-generated content may just have a hook in it!
𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗧𝗶𝘁𝗹𝗲
Fishing for AI use in science education using modern knowledge of fishes
Open-access - https://academic.oup.com/fisheries/advance-article/doi/10.1093/fshmag/vuag044/8740520
𝗖𝗶𝘁𝗮𝘁𝗶𝗼𝗻
Glenn T Schumacher, Christina A Murphy, Michael T Kinnison, Fishing for AI use in science education using modern knowledge of fishes, Fisheries, 2026, vuag044, https://doi.org/10.1093/fshmag/vuag044
𝗔𝗯𝘀𝘁𝗿𝗮𝗰𝘁
Artificial Intelligence (AI) is a new reality in education, presenting many opportunities and challenges for educators, students, and researchers alike (Crompton & Burke, 2023). While it’s effective and ethical use can be context-specific, and at times a bit murky, it’s general appeal is easy to understand; AI can boil down hours of note review, literature searches, and synthesis into a few keyboard taps and this will inevitably revolutionize the educational landscape (Adiguzel et al., 2023; Strielkowski et al., 2025). But beware, there’s a snag: AI can fail at fish biology, and that tempting AI-generated content may just have a hook in it!
𝗣𝗵𝗼𝘁𝗼 𝗖𝗿𝗲𝗱𝗶𝘁
Vertebrate biology as seen through the lens of AI. Notice the variety of examples of “Biceps” seen throughout the vertebrate lineage. Prompt: “Generate an image of vertebrate biology” (Model: Google Gemini Version 2.5, generated: September 2025). This is an unmanipulated AI-generated image, and we do not claim that any component is scientifically accurate.
© 2026 the Author(s). Published in the journal Fisheries. An open-access article, distributed under the terms of the Creative Commons Attribution 4.0 International (CC-BY-4.0) deed. https://creativecommons.org/licenses/by/4.0/