Evidence map›Paper›PMID 40422833›Full record

ReviewJournal of functional biomaterials2025

Analysis of Biomechanical Characteristics of Bone Tissues Using a Bayesian Neural Network: A Narrative Review.

Nail Beisekenov, Marzhan Sadenova, Bagdat Azamatov, Boris Syrnev

Abstract readReview
In one paragraph

Review in Journal of functional biomaterials, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

  1. Article
  2. Article
  3. Development of a Scaffold from the Cob ofJournal of functional biomaterials · 2026
    Article
  4. Review
  5. Review
  6. Review
  7. Article
  8. Review
  9. Article
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.

Nail BeisekenovGraduate School of Science and Technology, Niigata University, Niigata 950-2181, Japan.
Marzhan SadenovaD. Serikbayev, East Kazakhstan Technical University, 19 Serikbayev Str., Ust-Kamenogorsk 070000, Kazakhstan.ORCID 0000-0002-2870-6668
Bagdat AzamatovD. Serikbayev, East Kazakhstan Technical University, 19 Serikbayev Str., Ust-Kamenogorsk 070000, Kazakhstan.
Boris SyrnevD. Serikbayev, East Kazakhstan Technical University, 19 Serikbayev Str., Ust-Kamenogorsk 070000, Kazakhstan.

Funding

The Committee of Science of the Ministry of Science and Higher Education of the Republic of Kazakhstan BR24992786
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

age-related changesBayesian neural networkbiomechanical modellingbone elasticitybone marrowcortical bonedegree of uncertaintyelasticity of implant materialtrabecular bone

Identifiers

PMID40422833
PMCPMC12112294

What Socratic 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 Socratic graph.