ReviewNature materials2026
Two-dimensional materials for integrated sensing.
Review in Nature materials, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
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
2 citing papers in PubMed.
- Architecture-Level Event-Oriented Frontend for Heterogeneous Sensor Inference in Photonic Stochastic Systems.Sensors (Basel, Switzerland) · 2026Article
- Intelligent Multimodal Sensors Based on Two-Dimensional Materials: Fabrication, Decoupling, and Applications.Small (Weinheim an der Bergstrasse, Germany) · 2026Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
Abstract
Recent advances in electrical multiply-accumulate (MAC) operations leveraging resistive-switching materials have catalysed significant progress in optoelectronic sensing and computing technologies through the exploration of emerging materials. These innovative approaches facilitate the encoding of optical amplitude information such as retina-like functionalities. However, a critical dimensional mismatch persists between electrical and optical information, resulting in a substantial portion of high-dimensional data channels remaining unexplored in conventional MAC operation schemes. Combined with advanced device architectures and data algorithms, two-dimensional materials are considered promising candidates to realize in situ encoding and optoelectronic sensing of multi-dimensional optical information under precise control owing to their tunable physical properties. In this Review, we outline the progress of emerging two-dimensional-materials-based 'integrated sensors', and benchmark electrical inputs with optical scenarios in a framework unifying information encoding. Exciting opportunities for integrated sensors are discussed as well, highlighting the requirements and differences in the encoding of different dimensions of information and exploring the potential for integrated sensors in other fields.
Identifiers
41942774What OpenQuestion holds
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.