ArticleNature communications2026
Navigating polymorph generation and distilled-potential development via entropy-symmetry landscapes for metal plasticity mechanisms.
Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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.
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.
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Who cites it
1 citing paper in PubMed.
- Navigating polymorph generation and distilled-potential development via entropy-symmetry landscapes for metal plasticity mechanisms.Nature communications · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors.
Funding
Abstract
Artificial intelligence has advanced crystal design, yet unifying crystal structure prediction with thermodynamics-driven structure-property modelling remains challenging owing to divergent methodological foundations. Here we show that an integrated framework called PolymorphGen‑MLPKD, driven by physically meaningful entropy-symmetry landscapes, enables targeted generation of polymorphs and concurrent structure-property modelling. The framework captures phase behaviour across diverse crystal systems, generates paracrystalline structures, reveals graphite-diamond transition pathways, and produces knowledge‑distilled potentials that transfer cross‑scale accuracy with a 10
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Registered trials
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.