Evidence map›Paper›PMID 37752150›Full record

ReviewNature communications2023

Mechanical metamaterials and beyond.

Pengcheng Jiao, Jochen Mueller, Jordan R Raney, Xiaoyu Rayne Zheng, Amir H Alavi

Abstract readReview
In one paragraph

Review in Nature communications, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 83 papers.

0numbers the graph read from it
0cells of the map it votes in
83citing 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

83 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Review
  5. Article
  6. Polymer-inspired mechanical metamaterials.Nature communications · 2026
    Article
  7. Programmable Sequential 4D Actuation in Multistable Kirigami Metamaterials.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  8. Article
  9. Article
  10. Article
  11. Review
  12. Review
  13. Article
  14. Article
  15. Article
  16. Review
  17. Article
  18. Sustainable Materials: A Conceptual Gap in Definition.Materials (Basel, Switzerland) · 2026
    Article
  19. Article
  20. Article

23 more citing papers are in PubMed but not listed here.

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

5 authors.

Pengcheng JiaoOcean College, Zhejiang University, Zhoushan, Zhejiang, China.
Jochen MuellerDepartment of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD, USA.ORCID http://orcid.org/0000-0002-4808-2223
Jordan R RaneyDepartment of Mechanical Engineering and Applied Mechanics, University of Pennsylvania, Philadelphia, PA, USA.ORCID http://orcid.org/0000-0001-5329-9980
Xiaoyu Rayne ZhengDepartment of Materials Science and Engineering, University of California, Berkeley, CA, USA.ORCID http://orcid.org/0000-0001-8685-5728
Amir H AlaviDepartment of Civil and Environmental Engineering, University of Pittsburgh, Pittsburgh, PA, USA. alavi@pitt.edu.ORCID http://orcid.org/0000-0002-7593-8509

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Mechanical metamaterials enable the creation of structural materials with unprecedented mechanical properties. However, thus far, research on mechanical metamaterials has focused on passive mechanical metamaterials and the tunability of their mechanical properties. Deep integration of multifunctionality, sensing, electrical actuation, information processing, and advancing data-driven designs are grand challenges in the mechanical metamaterials community that could lead to truly intelligent mechanical metamaterials. In this perspective, we provide an overview of mechanical metamaterials within and beyond their classical mechanical functionalities. We discuss various aspects of data-driven approaches for inverse design and optimization of multifunctional mechanical metamaterials. Our aim is to provide new roadmaps for design and discovery of next-generation active and responsive mechanical metamaterials that can interact with the surrounding environment and adapt to various conditions while inheriting all outstanding mechanical features of classical mechanical metamaterials. Next, we deliberate the emerging mechanical metamaterials with specific functionalities to design informative and scientific intelligent devices. We highlight open challenges ahead of mechanical metamaterial systems at the component and integration levels and their transition into the domain of application beyond their mechanical capabilities.

Identifiers

PMID37752150
PMCPMC10522661

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.