ReviewMaterials (Basel, Switzerland)2026
Advances in Laser-Induced Graphene for Flexible Sensors.
Review in Materials (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
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Authors and funding
7 authors.
Funding
Abstract
Laser-induced graphene (LIG) is a porous carbon material produced in situ by direct laser irradiation of carbon-containing precursors. With its three-dimensional porous structure, high electrical conductivity, facile patternability, low cost, and environmentally friendly fabrication, LIG has attracted growing interest for flexible sensing applications. It shows strong potential in wearable electronics, health monitoring, human-machine interaction, environmental sensing, and intelligent robotics. Although LIG-based sensors have demonstrated excellent performance in mechanical and thermal signal detection, a systematic review of their basic materials, formation mechanisms, sensing principles, structural design, performance optimization, and applications remains limited. This review first summarizes the fundamental materials, processing parameters, and formation principles of LIG, and then highlights recent progress in LIG-based strain and temperature sensors, focusing on sensing mechanisms, key performance indicators, optimization strategies, and research status. The main challenges for practical application are also discussed. These include limited material uniformity and fabrication reproducibility, signal coupling and interference in multifunctional devices, and issues of process compatibility and packaging reliability. Future directions for high-performance, integrated, and scalable LIG sensors are then.
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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.