Evidence map›Paper›PMID 41716481›Full record

ArticleBiology & philosophy2026

Model organism futures in precision toxicology: tracking the emergence of a research repertoire.

Rachel A Ankeny, Sabina Leonelli

Abstract read
In one paragraph

Article in Biology & philosophy, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Rachel A AnkenyWageningen University, P.O. Box 8130, Wageningen, 6700 EW The Netherlands.ORCID 0000-0002-1547-6031
Sabina LeonelliPhilosophy and History of Science and Technology, Department of Science, Technology and Society (STS), Technical University of Munich, Augustenstrasse 40, 80333 Munich, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This paper considers the continued use of simpler model organisms in newer forms of toxicological research in order to inform philosophical understandings of the epistemic roles played by such organisms in the contemporary life sciences. We focus on the emerging domain of 'precision toxicology' and consider three uses of model organisms within it, namely as (1) models of toxic effects and other forms of environmental exposures; (2) indicator species; and (3) bioremediators. We analyze the epistemic implications of these uses, arguing that they represent hybrid forms of modelling in comparison to traditional uses of model organisms, and identify similarities and differences between these emerging research practices and the model organism repertoire being adapted for use in this domain. Model organisms are simultaneously viewed as tools for intervention and representation within precision toxicology, in ways that differ from the model organism repertoire both in terms of the extent to which the models fit applied research goals and how they foster evolutionary and developmental understanding. Hence we argue that model organisms remain highly influential models in the life sciences but are being used in research more closely associated with the concept of 'precision,' and characterized by an ethos of intervention particularly in response to the environmental challenges associated to climate change and attention to the evolutionary and developmental grounding of health and disease. In closing, we reflect on the ways in which using the analytic framing associated with the repertoires approach facilitates the tracking of these developments in the contemporary life sciences. We also assess how they may affect the construction and significance of model systems over coming decades particularly in relation to precision-related research.

Indexed as

BioremediationExperimental organismsModellingModel organismsPrecision toxicologyScientific repertoiresToxicology

Identifiers

PMID41716481
PMCPMC12913302

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.