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Phys.org — Biology · November 10, 2026 · On the brief until November 24, 2026

Machine learning reveals how often fish schooling evolved—and repeatedly disappeared

BiologyEarth Science
THE AI ANGLE
Classifying behavioral descriptions and measuring fish alignment in images

Researchers used machine learning to map schooling behavior across nearly three thousand fish species over 350 million years. They discovered that collective swimming evolved about 60 times and disappeared roughly 320 times. The findings show that flexible animal behaviors can be quantified and tracked across large evolutionary trees.

Summary written by AI Business Lens with an AI model from the article at phys.org. It is not the article, and the publisher has not reviewed it. For publishers.

THE TEACHING ANGLE
Consider why fish lineages repeatedly abandon schooling behavior even though schooling groups produce new species at higher rates.

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