Evidence map›Paper›PMID 41735048›Full record

ArticleeNeuro2026

Open-Source Platform for Adjustable Training Regimes in Freely Moving and Head-Fixed Mice.

Michael D Crespo, Sabrina M Vaillancourt, Elizabeth A Goldstein, Maria R Broderick, Garrett T Neske, Sandra J Kuhlman

Abstract read
In one paragraph

Article in eNeuro, 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

6 authors.

Michael D CrespoDepartment of Biomedical Engineering, University at Buffalo, Buffalo, New York 14260.
Sabrina M VaillancourtDepartment of Physiology, University at Buffalo, Buffalo, New York 14203.
Elizabeth A GoldsteinDepartment of Physiology, University at Buffalo, Buffalo, New York 14203.
Maria R BroderickDepartment of Physiology, University at Buffalo, Buffalo, New York 14203.
Garrett T NeskeDepartment of Physiology, University at Buffalo, Buffalo, New York 14203.
Sandra J KuhlmanDepartment of Biomedical Engineering, University at Buffalo, Buffalo, New York 14260 skuhlman@buffalo.edu.ORCID 0000-0003-0450-7282

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Molecular tools available for rodent research enable detailed interrogation of the neural cell types and circuits that give rise to perception and decision-making during complex behaviors. To take full advantage of these molecular tools and successfully define causal relationships between neural function and overt actions during learning, there is a need for low-cost behavioral platforms with inherent flexibility in the implementation of task details. We present a behavioral platform capable of executing both head-fixed and freely moving task designs. The platform incorporates a user-interactive GUI that allows parameters to be adjusted online, during an acquisition session. Task metrics and performance indicators are acquired and organized into a standardized output, enabling single users to quickly master data analysis across a variety of task designs. To demonstrate the flexibility of the platform, mice of either sex were trained in two discrimination tasks: a head-fixed two-choice task as well as a freely moving operant conditioning task. Furthermore, we demonstrate that the platform can be used to show that mice harboring a mutation associated with autism spectrum disorder are able to perform a basic visual discrimination task in freely moving conditions. The presented work demonstrates the integration of multiple external devices to record task-related variables in a synchronized manner. As a result, the platform provides a valuable tool for affordable and reproducible investigation of behavioral decision-making as well as the neural basis underlying cognitive processes in health and disease.

Indexed as

Behavior, AnimalConditioning, OperantAnimalsChoice BehaviorFemaleMaleMiceMice, Inbred C57BL2-photon imagingcalcium imagingclosed-loopdecision-makingperceptionskill acquisition

Identifiers

PMID41735048
PMCPMC13045870

What OpenQuestion holds

Textmetadata
LicenceCC BY
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 OpenQuestion graph.