ArticleFrontiers in applied mathematics and statistics2021
Mathematical modeling of zebrafish social behavior in response to acute caffeine administration.
Article in Frontiers in applied mathematics and statistics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
3 citing papers in PubMed, 7 citations in OpenAlex.
- Modulation of Caffeine-Induced Behavioral Alterations by N-Acetylcysteine in a Pharmacological Challenge Model.Pharmaceuticals (Basel, Switzerland) · 2026Article
- Social familiarity shapes collective decision-making in response to looming stimuli in Medaka fish.Scientific reports · 2025Article
- Deep neural networks and stochastic methods for cognitive modeling of rat behavioral dynamics inCognitive neurodynamics · 2025Article
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Authors and funding
2 authors at 1 institution in 1 country.
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Abstract
Zebrafish is a model organism that is receiving considerable attention in preclinical research. Particularly important is the use of zebrafish in behavioral pharmacology, where a number of high-throughput experimental paradigms have been proposed to quantify the effect of psychoactive substances consequences on individual and social behavior. In an effort to assist experimental research and improve animal welfare, we propose a mathematical model for the social behavior of groups of zebrafish swimming in a shallow water tank in response to the administration of psychoactive compounds to select individuals. We specialize the mathematical model to caffeine, a popular anxiogenic compound. Each fish is assigned to a Markov chain that describes transitions between freezing and swimming. When swimming, zebrafish locomotion is modeled as a pair of coupled stochastic differential equations, describing the time evolution of the turn-rate and speed in response to caffeine administration. Comparison with experimental results demonstrates the accuracy of the model and its potential use in the design of
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