Evidence map›Paper›PMID 42076211›Full record

ArticleMicromachines2026

Graphene-Based Chemical Field-Effect Transistors: Impact of Electric Double Layer Model and Quantum Capacitance on Na

Ghassem Baridi, Arslan Liaquat, Leonardo Martini, Luca Nappi, Federico Rapuzzi, Vito Clericò, El Hadj Abidi, Yahya Moubarak Meziani, Mario Amado, Enrique Diez and 3 more

Abstract read
In one paragraph

Article in Micromachines, 2026. 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

13 authors.

Ghassem BaridiDepartment of Engineering "Enzo Ferrari", University of Modena and Reggio Emilia, Via P. Vivarelli, 10, 41125 Modena, Italy.
Arslan LiaquatDepartment of Physics, Computer Science and Mathematics, University of Modena e Reggio Emilia, Via Campi 213/a, 41125 Modena, Italy.ORCID 0009-0002-0266-820X
Leonardo MartiniDepartment of Physics, Computer Science and Mathematics, University of Modena e Reggio Emilia, Via Campi 213/a, 41125 Modena, Italy.ORCID 0000-0001-9669-1480
Luca NappiDepartment of Physics, Computer Science and Mathematics, University of Modena e Reggio Emilia, Via Campi 213/a, 41125 Modena, Italy.
Federico RapuzziDepartment of Physics, Computer Science and Mathematics, University of Modena e Reggio Emilia, Via Campi 213/a, 41125 Modena, Italy.
Vito ClericòDepartment of Applied Physics, University of Salamanca, 37008 Salamanca, Spain.ORCID 0000-0001-6646-8309
El Hadj AbidiDepartment of Applied Physics, University of Salamanca, 37008 Salamanca, Spain.
Yahya Moubarak MezianiDepartment of Applied Physics, University of Salamanca, 37008 Salamanca, Spain.ORCID 0000-0001-5193-7993
Mario AmadoDepartment of Applied Physics, University of Salamanca, 37008 Salamanca, Spain.ORCID 0000-0002-3296-5064
Enrique DiezDepartment of Applied Physics, University of Salamanca, 37008 Salamanca, Spain.ORCID 0000-0001-7964-4148
Giorgia BrancoliniIstituto Nanoscienze-CNR, S3, Via G. Campi 213/A, 41125 Modena, Italy.ORCID 0000-0002-1083-9198
Luigi RovatiDepartment of Engineering "Enzo Ferrari", University of Modena and Reggio Emilia, Via P. Vivarelli, 10, 41125 Modena, Italy.ORCID 0000-0002-1743-3043
Francesco RossellaDepartment of Physics, Computer Science and Mathematics, University of Modena e Reggio Emilia, Via Campi 213/a, 41125 Modena, Italy.

Funding

PNRR E93c22001100001
6 · The paper itself

Abstract

Graphene-based ion-sensitive field-effect transistors can operate as biosensors by utilizing the formation of an electric double layer at the interface between the electrolyte and the graphene channel, enabling high sensitivity, scalability, and cost-effective fabrication. In this work, we focus on the working principles and current methodologies associated with these devices, making a comparative analysis of different models that describe the electric double layer in the electrolyte, referring to sodium ions (Na

Indexed as

biosensorselectric double layerelectrolyte gatinggraphene field effect transistorquantum capacitance

Identifiers

PMID42076211
PMCPMC13117873

What OpenQuestion holds

Textmetadata
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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.