Evidence map›Paper›PMID 41552537›Full record

ArticleACS omega2026

ModuloStat: An Internet of Things' Path to Continuous Cultures in Mini-Bioreactors.

Cyprien Guérin, Etienne Dervyn, Joséphine Véron, Ira Tanneur, Sandra Dérozier, Magali Calabre, Elena Bidnenko, Matthieu Jules, Pierre Nicolas

Abstract read
In one paragraph

Article in ACS omega, 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

9 authors.

Cyprien GuérinUniversité Paris-Saclay, INRAE, MaIAGE, 78350 Jouy-en-Josas, France.ORCID https://orcid.org/0000-0001-6102-7002
Etienne DervynUniversité Paris-Saclay, INRAE, AgroParisTech, Micalis Institute, 78350 Jouy-en-Josas, France.ORCID https://orcid.org/0000-0002-7732-9491
Joséphine VéronUniversité Paris-Saclay, INRAE, MaIAGE, 78350 Jouy-en-Josas, France.
Ira TanneurUniversité Paris-Saclay, INRAE, MaIAGE, 78350 Jouy-en-Josas, France.
Sandra DérozierUniversité Paris-Saclay, INRAE, MaIAGE, 78350 Jouy-en-Josas, France.
Magali CalabreUniversité Paris-Saclay, INRAE, AgroParisTech, Micalis Institute, 78350 Jouy-en-Josas, France.
Elena BidnenkoUniversité Paris-Saclay, INRAE, AgroParisTech, Micalis Institute, 78350 Jouy-en-Josas, France.
Matthieu JulesUniversité Paris-Saclay, INRAE, AgroParisTech, Micalis Institute, 78350 Jouy-en-Josas, France.ORCID https://orcid.org/0000-0003-0817-8949
Pierre NicolasUniversité Paris-Saclay, INRAE, MaIAGE, 78350 Jouy-en-Josas, France.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In continuous culture, a population of microorganisms is propagated in a stable environment over many generations. This is particularly relevant for experimental evolution and metabolic studies. However, continuous culture protocols are difficult to implement, so they are not commonly used in microbiology laboratories. Here, we present the ModuloStat, a modular, open-source framework that facilitates continuous culture in mini-bioreactors. The ModuloStat system is grounded on digital fabrication tools easily accessible in FabLabs and programmable electronics. Maintaining a culture is divided into tasks assigned to dedicated printed circuit boards with a microcontroller connected to a Wi-Fi network. According to Internet of Things principles, each board operates a set of sensors and actuators autonomously and can receive and send information. The boards are stacked to implement complex behaviors and can be modified to accommodate new features. A thermoregulated box holds the components and can be placed on a laboratory bench or transported under a sterile hood for inoculation. Sterility is ensured by autoclaving, after assembly, all components that will come into contact with the culture medium.

Identifiers

PMID41552537
PMCPMC12809586

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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 Socratic graph.