Evidence map›Paper›PMID 42711865›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Broadening Hard-Magnet Discovery Beyond Symmetry Constraints via Unified Effective Anisotropy.

Hojae Kim, Hyeondeok Shin, Kyungju Nam, Seunghyo Noh, Donghwi Kim, Yousung Jung

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. 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

6 authors.

Hojae KimDepartment of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea.
Hyeondeok ShinComputational Science Division, Argonne National Laboratory, Lemont, Illinois, USA.
Kyungju NamMaterials Research & Engineering Center, Hyundai Motor Company, Uiwang-si, Gyeonggi-do, Republic of Korea.
Seunghyo NohMaterials Research & Engineering Center, Hyundai Motor Company, Uiwang-si, Gyeonggi-do, Republic of Korea.
Donghwi KimMaterials Research & Engineering Center, Hyundai Motor Company, Uiwang-si, Gyeonggi-do, Republic of Korea.
Yousung JungDepartment of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea.ORCID https://orcid.org/0000-0003-2615-8394

Funding

Hyundai MotorsU.S. Department of Energy, Office of Science DE-AC02-06CH11357
6 · The paper itself

Abstract

Machine-learning-driven discovery of rare-earth-lean hard magnets has advanced rapidly, yet existing pipelines have remained constrained either to a fixed composition family or to a single crystal-system class, leaving most compositional and structural space unexplored. We address both limitations by introducing a unified effective anisotropy constant, K

Indexed as

density functional theorygenerative modelshard magnetic materialsmagnetocrystalline anisotropymaterials informatics

Identifiers

PMID42711865
PMCPMC13554380

What OpenQuestion holds

Textmetadata
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.