ReviewLight, science & applications2022
Advances in cost-effective integrated spectrometers.
Review in Light, science & applications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 61 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
61 citing papers in PubMed.
- A Vertically Bandgap-Cascaded Perovskite Single-Crystal Film Heterojunction for On-Chip Spectral Imaging.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Spectral Response Pixels in Lithium Niobate for Spectroscopic Applications.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- An efficient mid-infrared computational spectrometer based on synergistic microcavity-coupled photonic crystal waveguides.Nature communications · 2026Article
- Development of a green and sustainable rice husk nanosilica-based spectrophotometric probe for dual detection of Ag(i) and Fe(iii) in environmental and E-waste matrices.RSC advances · 2026Article
- Machine-Learning-Based Color Sensing Using Wearable SENSIPATCH Spectrometer Module: An Experimental Study.Sensors (Basel, Switzerland) · 2026Article
- Inverse Design for Robust Inference in Integrated Computational Spectrometry.Nanophotonics (Berlin, Germany) · 2026Article
- Miniaturisation of Raman spectroscopy systems: from benchtop to backpocket.Lab on a chip · 2026Review
- Achieving sub-pm wavelength regression via minimum-phase in a single-stream photonic IC.Nature communications · 2026Article
- NEO-PGA: Nonvolatile electro-optically programmable gate array.Science advances · 2026Article
- Silicon Photonic On-Chip Spectrometer Based on Cascaded Mach-Zehnder Interferometer.Sensors (Basel, Switzerland) · 2026Article
- Optical convolutional spectrometer.Nature photonics · 2026Article
- All-optical hybrid metasurfaces for ultrafast computational spectrometer and single-pixel imaging.Nature communications · 2025Article
- Photonic edge intelligence chip for multi-modal sensing, inference and learning.Nature communications · 2025Article
- Optical Non-Invasive Glucose Monitoring Using Aqueous Humor: A Review.Sensors (Basel, Switzerland) · 2025Review
- Single-Pixel Infrared Miniaturized Spectrometer Enabled by Ultra-Broadband Reconfigurable Photodetection.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Deep learning-based single-shot computational spectrometer using multilayer thin films.Scientific reports · 2025Article
- Numerical Analysis of a SiN Digital Fourier Transform Spectrometer for a Non-Invasive Skin Cancer Biosensor.Sensors (Basel, Switzerland) · 2025Article
- Scalable miniature on-chip Fourier transform spectrometer for Raman spectroscopy.Light, science & applications · 2025Article
- Stress-engineered ultra-broadband spectrometers.Science advances · 2025Article
- Miniaturized disordered photonic molecule spectrometer.Light, science & applications · 2025Article
1 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
Abstract
The proliferation of Internet-of-Things has promoted a wide variety of emerging applications that require compact, lightweight, and low-cost optical spectrometers. While substantial progresses have been made in the miniaturization of spectrometers, most of them are with a major focus on the technical side but tend to feature a lower technology readiness level for manufacturability. More importantly, in spite of the advancement in miniaturized spectrometers, their performance and the metrics of real-life applications have seldomly been connected but are highly important. This review paper shows the market trend for chip-scale spectrometers and analyzes the key metrics that are required to adopt miniaturized spectrometers in real-life applications. Recent progress addressing the challenges of miniaturization of spectrometers is summarized, paying a special attention to the CMOS-compatible fabrication platform that shows a clear pathway to massive production. Insights for ways forward are also presented.
Identifiers
What 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.