Evidence map›Paper›PMID 41293528›Full record

ArticleArXiv2025

Understanding Electro-communication and Electro-sensing in Weakly Electric Fish using Multi-Agent Deep Reinforcement Learning.

Satpreet H Singh, Sonja Johnson-Yu, Zhouyang Lu, Aaron Walsman, Federico Pedraja, Denis Turcu, Pratyusha Sharma, Naomi Saphra, Nathaniel B Sawtell, Kanaka Rajan

Abstract readPreprint
In one paragraph

Article in ArXiv, 2025. 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

10 authors.

Satpreet H SinghHarvard University.
Sonja Johnson-YuHarvard University.
Zhouyang LuBrown University.
Aaron WalsmanHarvard University.
Federico PedrajaColumbia University.
Denis TurcuColumbia University.
Pratyusha SharmaMIT.
Naomi SaphraHarvard University.
Nathaniel B SawtellColumbia University.
Kanaka RajanHarvard University.

Funding

Neural Network Models Constrained by Multiscale Data to Infer Minimal Functional Motifs in the BrainRF1DA056403 · NIDA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI RAJAN, KANAKA · 2022 to 2022
$1.2M
NIDA NIH HHS RF1 DA056403
6 · The paper itself

Abstract

Weakly electric fish, like

Identifiers

PMID41293528
PMCPMC12642760

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.