Publicly available neural network services in fisheries research: applications and limitations

The potential of publicly available neural network services for fisheries research is considered. Using the authors’ research materials, their application for information retrieval and systematization, verification of source tables, calculations, data visualization, and preliminary analysis of histological images is demonstrated. The most reliable applications are those whose results can be directly verified against the source data. As tasks shift towards biological interpretation, expert assessment and verification of the generated conclusions become increasingly important.

Authors

Institutions

Publication Details

Journal
Fisheries
Published
2026-11-02
DOI
https://doi.org/10.36038/0131-6184-2026-5-50-59
Primary Topic
Artificial Intelligence Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Publicly available neural network services in fisheries research: applications and limitations

Nadezhda Yu. Terpugova, M. V. Sitova, E. A. Fedoseeva
Fisheries
Artificial Intelligence Applications
article

Publicly available neural network services in fisheries research: applications and limitations

Nadezhda Yu. Terpugova, M. V. Sitova, E. A. Fedoseeva
article en

Abstract

The potential of publicly available neural network services for fisheries research is considered. Using the authors’ research materials, their application for information retrieval and systematization, verification of source tables, calculations, data visualization, and preliminary analysis of histological images is demonstrated. The most reliable applications are those whose results can be directly verified against the source data. As tasks shift towards biological interpretation, expert assessment and verification of the generated conclusions become increasingly important.

FisheriesVol. 1(5)
All-Russian Research Institute Fisheries and Oceanography (RU)
Openalex Percentile: Top 17%
Artificial Intelligence Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon