Evidence map›Paper›PMID 39846271›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2025

Ultrahigh Specific Strength by Bayesian Optimization of Carbon Nanolattices.

Peter Serles, Jinwook Yeo, Michel Haché, Pedro Guerra Demingos, Jonathan Kong, Pascal Kiefer, Somayajulu Dhulipala, Boran Kumral, Katherine Jia, Shuo Yang and 10 more

Abstract read
In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Article
  2. Review
  3. Review
  4. Article
  5. Article
  6. Article
  7. 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

20 authors.

Peter SerlesDepartment of Mechanical & Industrial Engineering, University of Toronto, 5 King's College Road, Toronto, M5S 3G8, Canada.ORCID https://orcid.org/0000-0002-3105-4672
Jinwook YeoDepartment of Mechanical Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Daejeon, Yuseong-gu, 34141, Republic of Korea.
Michel HachéDepartment of Materials Science and Engineering, University of Toronto, 184 College St, Toronto, M5S 3E4, Canada.
Pedro Guerra DemingosDepartment of Materials Science and Engineering, University of Toronto, 184 College St, Toronto, M5S 3E4, Canada.
Jonathan KongDepartment of Materials Science and Engineering, University of Toronto, 184 College St, Toronto, M5S 3E4, Canada.
Pascal KieferInstitute of Applied Physics, Karlsruhe Institute of Technology, Kaiserstraße 12, 76131, Karlsruhe, Germany.
Somayajulu DhulipalaDepartment of Mechanical Engineering, Massachusetts Institute of Technology, 77 Massachusetts Ave., Cambridge, 02139, USA.
Boran KumralDepartment of Mechanical & Industrial Engineering, University of Toronto, 5 King's College Road, Toronto, M5S 3G8, Canada.
Katherine JiaDepartment of Mechanical & Industrial Engineering, University of Toronto, 5 King's College Road, Toronto, M5S 3G8, Canada.
Shuo YangDepartment of Mechanical & Industrial Engineering, University of Toronto, 5 King's College Road, Toronto, M5S 3G8, Canada.
Tianjie FengDepartment of Chemical Engineering & Applied Chemistry, University of Toronto, 200 College St, Toronto, M5S 3E5, Canada.
Charles JiaDepartment of Chemical Engineering & Applied Chemistry, University of Toronto, 200 College St, Toronto, M5S 3E5, Canada.
Pulickel M AjayanMaterials Science & Nanoengineering, Rice University, 6100 Main St, Houston, 77005, USA.
Carlos M PortelaDepartment of Mechanical Engineering, Massachusetts Institute of Technology, 77 Massachusetts Ave., Cambridge, 02139, USA.
Martin WegenerInstitute of Applied Physics, Karlsruhe Institute of Technology, Kaiserstraße 12, 76131, Karlsruhe, Germany.
Jane HoweDepartment of Materials Science and Engineering, University of Toronto, 184 College St, Toronto, M5S 3E4, Canada.
Chandra Veer SinghDepartment of Materials Science and Engineering, University of Toronto, 184 College St, Toronto, M5S 3E4, Canada.
Yu ZouDepartment of Materials Science and Engineering, University of Toronto, 184 College St, Toronto, M5S 3E4, Canada.
Seunghwa RyuDepartment of Mechanical Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Daejeon, Yuseong-gu, 34141, Republic of Korea.
Tobin FilleterDepartment of Mechanical & Industrial Engineering, University of Toronto, 5 King's College Road, Toronto, M5S 3G8, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Nanoarchitected materials are at the frontier of metamaterial design and have set the benchmark for mechanical performance in several contemporary applications. However, traditional nanoarchitected designs with conventional topologies exhibit poor stress distributions and induce premature nodal failure. Here, using multi-objective Bayesian optimization and two-photon polymerization, optimized carbon nanolattices with an exceptional specific strength of 2.03 MPa m

Indexed as

bayesian optimizationmetamaterialnanolatticepyrolysisspecific strength

Identifiers

PMID39846271
PMCPMC11983246

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.