Evidence map›Paper›PMID 42470290›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2026

Electrical Resistivity Change Upon Crystallization as a Robust Descriptor for Metallic Glass Forming Ability.

Haechan Jo, Hongxi Duan, Mingxing Li, Liwei Hu, Yanhui Liu, Dongwoo Lee

Abstract read
In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 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.

Haechan JoSchool of Mechanical Engineering, Sungkyunkwan University, Suwon, Republic of Korea.
Hongxi DuanInstitute of Physics, Chinese Academy of Sciences, Beijing, China.
Mingxing LiInstitute of Physics, Chinese Academy of Sciences, Beijing, China.
Liwei HuInstitute of Physics, Chinese Academy of Sciences, Beijing, China.
Yanhui LiuInstitute of Physics, Chinese Academy of Sciences, Beijing, China.ORCID https://orcid.org/0000-0002-7546-3371
Dongwoo LeeSchool of Mechanical Engineering, Sungkyunkwan University, Suwon, Republic of Korea.ORCID https://orcid.org/0000-0001-5531-2819

Funding

Institute of Information & Communications Technology Planning & Evaluation RS-2025-02306043Ministry of SMEs and Startups RS-2024-00511332National Natural Science Foundation of China 52331007robotic AI-Scientist platform of the Chinese Academy of Sciences
6 · The paper itself

Abstract

Rapid identification of compositions with high glass forming ability (GFA) remains a major bottleneck in the discovery of new metallic glasses. Here we show that the electrical resistivity change induced by thermal annealing, a rapidly measurable parameter, serves as a robust descriptor of crystallization resistance for identifying high-GFA compositions within given alloy systems. Combinatorial thin film libraries comprising ∼3500 distinct alloy compositions across multiple metallic glass-forming systems reveal well-defined compositional landscapes, in which regions of minimal resistivity change coincide with alloys exhibiting high GFA. This trend persists in melt-spun ribbons and correlates directly with the crystallization kinetic parameters: alloys with smaller resistivity change exhibit lower Avrami exponents and higher activation energies of crystallization. As resistivity measurements require only seconds per composition point, more than two orders of magnitude faster than diffraction or calorimetry-based characterization, the descriptor provides an efficient route for mapping microstructural stability across complex compositional spaces and enables rapid exploration of new bulk metallic glasses.

Indexed as

combinatorial synthesiscrystallizationelectrical resistivityglass‐forming abilityhigh‐throughput experimentmetallic glass

Identifiers

PMID42470290
PMCPMC13508736

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Registered trials

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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.