Evidence map›Paper›PMID 39539231›Full record

ArticleACS applied materials & interfaces2024

Optimizing Carbon Structures in Laser-Induced Graphene Electrodes Using Design of Experiments for Enhanced Electrochemical Sensing Characteristics.

Fabiane Fantinelli Franco, Muhammad Hassan Malik, Libu Manjakkal, Ali Roshanghias, Cindy J Smith, Caroline Gauchotte-Lindsay

Abstract read
In one paragraph

Article in ACS applied materials & interfaces, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Advances in Laser-Induced Graphene for Flexible Sensors.Materials (Basel, Switzerland) · 2026
    Review
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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.

Fabiane Fantinelli FrancoWater and Environment Group, Infrastructure and Environment Division, James Watt School of Engineering, University of Glasgow, Glasgow G12 8LT, U.K.ORCID 0000-0002-3891-2334
Muhammad Hassan MalikSilicon Austria Laboratories GmbH, Europastrasse 12, A-9524 Villach, Austria.
Libu ManjakkalSchool of Computing and Engineering & the Built Environment, Edinburgh Napier University, Merchiston Campus, Edinburgh EH10 5DT, U.K.ORCID 0000-0001-7933-6321
Ali RoshanghiasSilicon Austria Laboratories GmbH, Europastrasse 12, A-9524 Villach, Austria.
Cindy J SmithWater and Environment Group, Infrastructure and Environment Division, James Watt School of Engineering, University of Glasgow, Glasgow G12 8LT, U.K.
Caroline Gauchotte-LindsayWater and Environment Group, Infrastructure and Environment Division, James Watt School of Engineering, University of Glasgow, Glasgow G12 8LT, U.K.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In this study, we explored the morphological and electrochemical properties of carbon-based electrodes derived from laser-induced graphene (LIG) and compared them to commercially available graphene-sheet screen-printed electrodes (GS-SPEs). By optimizing the laser parameters (average laser power, speed, and focus) using a design of experiments response surface (DoE-RS) approach, binder-free LIG electrodes were achieved in a single-step process. Traditional trial-and-error methods can be time-consuming and may not capture the interactions between all variables effectively. To address this, we focused on linear resistance and substrate delamination to streamline the DoE-RS optimization process. Two LIGs, designated LIG A and LIG B, were fabricated using distinct and optimized laser settings, which resulted in a sheet resistance of 25 ± 2 Ω/sq and 21 ± 1 Ω/sq, respectively. These LIGs, characterized by scanning electron microscopy, Raman spectroscopy, and contact angle analysis, exhibited a highly porous morphology with 13% pore coverage and a contact angle <50°, which significantly increased their hydrophilicity when compared to the GS-SPE. For the electrochemical studies, the oxidation of NO

Indexed as

design of experimentselectrochemical studiesgraphene and graphitic structureslaser-induced graphenenitrite detectionscreen printing

Identifiers

PMID39539231
PMCPMC11615855

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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.