Evidence map›Paper›PMID 42322054›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2026

Enthalpy-Driven Topological Programming of (TPMS)-Like Carbon Networks.

Jiacheng Ma, Zhengwang Liu, Pengyuan Zhu, Miao Ma, Bokun Wang, Peiyu Cui, Boyuan Zhang, Long Qin, Yifan Kang, Zhanyou Ji and 5 more

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
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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

15 authors.

Jiacheng MaKey Laboratory of Chemical Additives for China National Light Industry, College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, P. R. China.
Zhengwang LiuLaboratory of Advanced Materials, Shanghai Key Lab of Molecular Catalysis and Innovative Materials, State Key Laboratory of Coatings for Advanced Equipment, College of Smart Materials and Future Energy, Fudan University, Shanghai, P. R. China.
Pengyuan ZhuKey Laboratory of Chemical Additives for China National Light Industry, College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, P. R. China.
Miao MaKey Laboratory of Chemical Additives for China National Light Industry, College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, P. R. China.
Bokun WangKey Laboratory of Chemical Additives for China National Light Industry, College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, P. R. China.
Peiyu CuiKey Laboratory of Chemical Additives for China National Light Industry, College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, P. R. China.
Boyuan ZhangSchool of Science, Tianjin University, Tianjin, P. R. China.
Long QinSchool of Science, Tianjin University, Tianjin, P. R. China.
Yifan KangKey Laboratory of Chemical Additives for China National Light Industry, College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, P. R. China.ORCID https://orcid.org/0000-0001-5185-3300
Zhanyou JiKey Laboratory of Chemical Additives for China National Light Industry, College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, P. R. China.
Kaiping TianKey Laboratory of Chemical Additives for China National Light Industry, College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, P. R. China.
Fan WuSchool of Science, Tianjin University, Tianjin, P. R. China.ORCID https://orcid.org/0000-0002-0468-2868
Guiqiang FeiKey Laboratory of Chemical Additives for China National Light Industry, College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, P. R. China.
Renchao CheLaboratory of Advanced Materials, Shanghai Key Lab of Molecular Catalysis and Innovative Materials, State Key Laboratory of Coatings for Advanced Equipment, College of Smart Materials and Future Energy, Fudan University, Shanghai, P. R. China.ORCID https://orcid.org/0000-0002-6583-7114
Wenhuan HuangKey Laboratory of Chemical Additives for China National Light Industry, College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, P. R. China.ORCID https://orcid.org/0000-0003-1474-9373

Funding

Key Project of State Key Laboratory of New Textile Materials and Advanced Processing FZ2025010National Natural Science Foundation of China 12327804National Natural Science Foundation of China 22478234National Natural Science Foundation of China 2271178National Natural Science Foundation of China 52231007National Natural Science Foundation of China T2321003Outstanding Youth Science Foundation of Shaanxi Province 2025JC-JCQN-045Shaanxi Fundamental Science Research Project for Chemistry and Biology 23JHQ008Shaanxi Natural Science Basic Research Program 2025JC-YBMS-171Shaanxi Natural Science Basic Research Program 2025JC-YBQN-152Special Support Program of Shaanxi Province- Outstanding Young Talents, Shaanxi Province Key Research and Development Program 2025NC-YBXM-227Xi'an Science and Technology Plan Project 24GXFW0004
6 · The paper itself

Abstract

Deterministic control over pore topology remains a central bottleneck in porous carbons, limiting the ability to translate molecular design into predictable electromagnetic attenuation and coupled thermal functions. Herein, we introduce an enthalpy-driven topological programming paradigm in which the bond-enthalpy of energetic N-N' fragments acts as a quantitative dial to steer self-propagating reconstruction of coordination frameworks into a continuous sequence of (TPMS)-like bicontinuous architectures. This programmable topology simultaneously establishes impedance-matched, multi-scattering pathways for wave ingress and concentrates heterogeneous interfaces that promote coupled dielectric and magnetic dissipation via vortex-like magnetic textures and interfacial charge accumulation. As a result, the optimized Co@1,2,3,4-NC delivers a minimum reflection loss of -53.97 dB with an effective absorption bandwidth of 7.84 GHz at 15 wt% loading. Beyond electromagnetic performance, the same bicontinuous topology suppresses heat transport by intensifying phonon scattering across hierarchical boundaries, enabling an ultralight and hydrophobic aerogel prototype that integrates electromagnetic shielding with thermal insulation. More broadly, bond-enthalpy-encoded topology control provides a transferable route to program bicontinuous porous networks across material chemistries, bridging thermodynamic driving forces with topological invariants for multifunctional matter.

Indexed as

enthalpy‐driven topological programmingmicrowave absorptionthermal insulation aerogel(TPMS)‐like porous carbon

Identifiers

PMID42322054
PMCPMC13410882

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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.