Evidence map›Paper›PMID 41153888›Full record

ArticleAnimals : an open access journal from MDPI2025

A Study Toward More Ethical Commercial Aquaculture by Leveraging Rheotaxis.

Alex Raposo, Benjamin Reading, Mike Frinsko, David L Roberts

Abstract read
In one paragraph

Article in Animals : an open access journal from MDPI, 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

4 authors.

Alex RaposoDepartment of Computer Science, North Carolina State University, Raleigh, NC 27695, USA.ORCID 0009-0003-1094-0696
Benjamin ReadingDepartment of Applied Ecology, North Carolina State University, Raleigh, NC 27695, USA.
Mike FrinskoNorth Carolina Cooperative Extension, North Carolina State University, Raleigh, NC 27695, USA.ORCID 0000-0002-3224-3205
David L RobertsDepartment of Computer Science, North Carolina State University, Raleigh, NC 27695, USA.ORCID 0000-0001-7872-4840

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The welfare of farmed hybrid striped bass remains largely unaddressed in U.S. aquaculture, despite the species' economic significance and the scale of production. Physical handling during grading and inspection not only causes stress and increased incidence of injury, but also results in unmarketable fish and significant financial loss for producers. To address these issues, we present a prototype system that uses directed water currents to leverage the fish's natural rheotactic behavior, enabling directed movement between tank regions without the need for direct physical contact. Our design allows for early identification of malformed individuals, who otherwise face prolonged suffering and starvation, so they can be humanely culled. In a small pilot study, we observed that fish moved into the destination region more frequently and with less behavioral variability when exposed to a directed current, suggesting this method as a viable alternative to traditional handling. While the system requires further refinement and testing at scale, these preliminary results offer a promising step toward ethical, commercially viable, and low-stress fish sorting systems in commercial aquaculture.

Indexed as

animal–computer interactioncomputer visionethicshealth monitoringmeasurementprototype designstriped basswelfare

Identifiers

PMID41153888
PMCPMC12560908

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.