Evidence map›Paper›PMID 40863814›Full record

ArticleNanomaterials (Basel, Switzerland)2025

DFT-Based Functionalization of Graphene with Lithium-Modified Groups for Enhanced Hydrogen Detection: Thermodynamic, Electronic, and Spectroscopic Properties.

Norma A Rangel-Vázquez, Adrián Bonilla-Petriciolet, Edgar A Márquez-Brazón, Yectli Huerta, Rosa Zavala-Arce, Juan D Rodríguez-Macías

Abstract read
In one paragraph

Article in Nanomaterials (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

6 authors.

Norma A Rangel-VázquezTecNM/Instituto Tecnológico de Aguascalientes, Avenida Adolfo López Mateos 1801, Aguascalientes 20256, Mexico.ORCID 0000-0002-8371-0352
Adrián Bonilla-PetricioletTecNM/Instituto Tecnológico de Aguascalientes, Avenida Adolfo López Mateos 1801, Aguascalientes 20256, Mexico.
Edgar A Márquez-BrazónGrupo de Investigaciones en Química y Biología, Departamento de Química y Biología, Facultad de Ciencias Básicas, Universidad del Norte, Carrera 51B, Km 5, Vía Puerto Colombia, Barranquilla 081007, Colombia.ORCID 0000-0002-7503-1528
Yectli HuertaMinnesota Supercomputing Institute, University of Minnesota, Minneapolis, MN 55455, USA.
Rosa Zavala-ArceTecNM/Instituto Tecnológico de Toluca, Avenida Tecnológico 100 s/n, Metepec 52149, Mexico.ORCID 0000-0002-8056-5284
Juan D Rodríguez-MacíasFacultad de Ciencias de la Salud, Exactas y Naturales, Universidad Libre, Barranquilla 080001, Colombia.ORCID 0000-0001-5247-867X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study investigates the impact of oxygen-containing functional groups (COO-Li, CO-Li, and O-Li) on the electronic and optical properties of graphene, with a focus on hydrogen sensing applications. Using density functional theory (DFT) calculations, we evaluated the thermodynamic feasibility of the functionalization and hydrogen adsorption processes. The Gibbs free energy changes (ΔG) for the functionalization of pristine graphene were calculated as -1233, -1157, and -1119 atomic units (a.u.) for COO-Li, CO-Li, and O-Li, respectively. These negative values indicate that the functionalization processes are spontaneous (ΔG < 0), with COO-Li being the most thermodynamically favorable. Furthermore, hydrogen adsorption on the functionalized graphene surfaces also exhibited spontaneous behavior, with ΔG values of -1269, -1204, and -1175 a.u., respectively. These results confirm that both functionalization and subsequent hydrogen adsorption are energetically favorable, enhancing the potential of these materials for hydrogen sensing applications. Among the functional groups we simulated, COO-Li exhibited the largest surface area and volume, which were attributed to the high electronegativity and steric influence of the carboxylate moiety. Based on the previously described results, we analyzed the interaction of these functionalized graphene systems with molecular hydrogen. The adsorption of two H

Indexed as

DFT simulationelectronic distributionFTIRhydrogenspectroscopic propertiesthermodynamic properties

Identifiers

PMID40863814
PMCPMC12388674

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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.