Evidence map›Paper›PMID 40290756›Full record

ArticleCognitive neurodynamics2025

Deep neural networks and stochastic methods for cognitive modeling of rat behavioral dynamics in

Ali Turab, Josué-Antonio Nescolarde-Selva, Farhan Ullah, Andrés Montoyo, Cicik Alfiniyah, Wutiphol Sintunavarat, Doaa Rizk, Shujaat Ali Zaidi

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Cognitive neurodynamics, 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

8 authors.

Ali TurabSchool of Software, Northwestern Polytechnical University, 127 West Youyi Road, Beilin District, Xi'an, 710072 China.
Josué-Antonio Nescolarde-SelvaDepartment of Applied Mathematics, University of Alicante, Alicante, Spain.
Farhan UllahCybersecurity Center, Prince Mohammad Bin Fahd University, 617, Al Jawharah, Khobar, Dhahran 34754 Saudi Arabia.
Andrés MontoyoDepartment of Software and Computing Systems, University of Alicante, Alicante, Spain.
Cicik AlfiniyahDepartment of Mathematics, Faculty of Science and Technology, Universitas Airlangga, 60115 Surabaya, Indonesia.
Wutiphol SintunavaratDepartment of Mathematics and Statistics, Faculty of Science and Technology, Thammasat University Rangsit Center, 12120 Pathum Thani, Thailand.
Doaa RizkDepartment of Mathematics, College of Science, Qassim University, 51452 Buraydah, Saudi Arabia.
Shujaat Ali ZaidiDepartment of Computer Science, Faculty of Science, Chiang Mai University, Chiang Mai, Thailand.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Modeling animal decision-making requires mathematical rigor and computational analysis to capture underlying cognitive mechanisms. This study presents a cognitive model for rat decision-making behavior in

Indexed as

Analytical solutionAnimal decision-makingCognitive modelingDeep neural networksSpatial navigation

Identifiers

PMID40290756
PMCPMC12031716

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.