Evidence map›Paper›PMID 34675756›Full record

ArticleDiscrete and continuous dynamical systems. Series B2021

EVOLUTIONARY DE RHAM-HODGE METHOD.

Jiahui Chen, Rundong Zhao, Yiying Tong, Guo-Wei Wei

Open access · diamondAbstract read
In one paragraph

Article in Discrete and continuous dynamical systems. Series B, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers.

0numbers the graph read from it
0cells of the map it votes in
48citing papers in PubMed
2.9field-weighted citation impact, top 7% of its field
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

48 citing papers in PubMed, 49 citations in OpenAlex.

  1. Article
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  3. Correlated clustering and projection for dimensionality reduction.Machine learning: science and technology · 2026
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  4. Persistent Stanley-Reisner Theory.Foundations of data science (Springfield, Mo.) · 2026
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  5. Article
  6. Article
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  8. Review
  9. Machine learning predictions from unpredictable chaos.Journal of the Royal Society, Interface · 2025
    Article
  10. PERSISTENT DIRECTED FLAG LAPLACIAN.Foundations of data science (Springfield, Mo.) · 2025
    Article
  11. Article
  12. PERSISTENT INTERACTION TOPOLOGY IN DATA ANALYSIS.Foundations of data science (Springfield, Mo.) · 2025
    Article
  13. Article
  14. Article
  15. PERSISTENT SHEAF LAPLACIANS.Foundations of data science (Springfield, Mo.) · 2025
    Article
  16. Persistent Sheaf Laplacian Analysis of Protein Flexibility.The journal of physical chemistry. B · 2025
    Article
  17. Article
  18. Persistent Topological Laplacians-A Survey.Mathematics (Basel, Switzerland) · 2025
    Article
  19. Topology-preserving Hodge decomposition in the Eulerian representation.Beijing journal of pure & applied mathematics · 2025
    Article
  20. Persistent Mayer Dirac.Journal of physics. Complexity · 2024
    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 at 1 institution in 1 country.

Jiahui ChenDepartment of Mathematics, Michigan State University, MI 48824, USA.
Rundong ZhaoDepartment of Computer Science and Engineering, Michigan State University, MI 48824, USA.
Yiying TongDepartment of Computer Science and Engineering, Michigan State University, MI 48824, USA.
Guo-Wei WeiDepartment of Mathematics, Michigan State University, MI 48824, USA.
Michigan State University · US

Funding

Synergistic integration of topology and machine learning for the predictions of protein-ligand binding affinities and mutation impactsR01GM126189 · NIGMS · MICHIGAN STATE UNIVERSITY · PI WEI, GUOWEI · 2018 to 2021
$1.4M
Structural and Mechanistic Characterization of the ZIP Metal TransportersR01GM129004 · NIGMS · MICHIGAN STATE UNIVERSITY · PI HU, JIAN · 2018 to 2020
$593k
NIGMS NIH HHS R01 GM126189NIGMS NIH HHS R01 GM129004
6 · The paper itself

Abstract

The de Rham-Hodge theory is a landmark of the 20

Indexed as

53Z50discrete exterior calculus and manifold evolutionevolutionary spectrageometric progressionmultiscale data representationmultiscale differential geometryPrimary: 53Z10Secondary: 14F40shape analysisTopological persistence

Identifiers

PMID34675756
PMCPMC8528240
OpenAlexW3082042165

What OpenQuestion holds

Textmetadata
LicenceTDM
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.