ReviewBiosensors2022
A Framework for Biosensors Assisted by Multiphoton Effects and Machine Learning.
Review in Biosensors, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 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
31 citing papers in PubMed, 75 citations in OpenAlex.
- Deformable Sensors for Pressure and Position Assessment Using Time-Domain Reflectometry in Motor Rehabilitation.Sensors (Basel, Switzerland) · 2026Article
- Smart patches for healthcare industry: a review of emerging technologies, challenges, and developmental opportunities.Biomedical engineering online · 2026Review
- Recent Advances and Unaddressed Challenges in Biomimetic Olfactory- and Taste-Based Biosensors: Moving Towards Integrated, AI-Powered, and Market-Ready Sensing Systems.Sensors (Basel, Switzerland) · 2025Review
- Designing the Future of Biosensing: Advances in Aptamer Discovery, Computational Modeling, and Diagnostic Applications.Biosensors · 2025Review
- A Low-Cost and Environmentally Friendly Electrochemical Biosensor for the Determination of Estradiol.Materials (Basel, Switzerland) · 2025Article
- Overview on the Thermally Activated Delayed Fluorescence and Mechanochromic Materials: Bridging Efficiency and Versatility in LECs and OLEDs.Materials (Basel, Switzerland) · 2025Review
- Plasmonic Biosensors in Cancer-Associated miRNA Detection.Biosensors · 2025Review
- Integration of Fluorescence Spectroscopy into a Photobioreactor for the Monitoring of Cyanobacteria.Biosensors · 2025Article
- Fabricating Graphene-Based Molecular Electronics via Surface Modification by Physisorption and Chemisorption.Molecules (Basel, Switzerland) · 2025Review
- An Aminobenzenethiol-Functionalized Gold Nanocolorimetric Sensor for Formaldehyde Detection.Materials (Basel, Switzerland) · 2024Article
- Electrical Conductivity Measurement in Human Liver Tissue: Assessment on Normal vs. Tumor Tissue and under In Vivo vs. Ex Vivo Conditions.Biosensors · 2024Article
- Smart Biosensor for Breast Cancer Survival Prediction Based on Multi-View Multi-Way Graph Learning.Sensors (Basel, Switzerland) · 2024Article
- Comprehensive characterization of cardiac contraction for improved post-infarction risk assessment.Scientific reports · 2024Article
- Unraveling the Dynamics of SARS-CoV-2 Mutations: Insights from Surface Plasmon Resonance Biosensor Kinetics.Biosensors · 2024Review
- Article
- Biosensors for Odor Detection: A Review.Biosensors · 2023Review
- Alzheimer's Disease Biomarker Detection Using Field Effect Transistor-Based Biosensor.Biosensors · 2023Review
- Mu-Net a Light Architecture for Small Dataset Segmentation of Brain Organoid Bright-Field Images.Biomedicines · 2023Article
- Recent Progresses in Optical Biosensors for Interleukin 6 Detection.Biosensors · 2023Review
- Establishing Compliance between Spectral, Colourimetric and Photometric Indicators in Resazurin Reduction Test.Bioengineering (Basel, Switzerland) · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 1 institution in 1 country.
Funding
Abstract
The ability to interpret information through automatic sensors is one of the most important pillars of modern technology. In particular, the potential of biosensors has been used to evaluate biological information of living organisms, and to detect danger or predict urgent situations in a battlefield, as in the invasion of SARS-CoV-2 in this era. This work is devoted to describing a panoramic overview of optical biosensors that can be improved by the assistance of nonlinear optics and machine learning methods. Optical biosensors have demonstrated their effectiveness in detecting a diverse range of viruses. Specifically, the SARS-CoV-2 virus has generated disturbance all over the world, and biosensors have emerged as a key for providing an analysis based on physical and chemical phenomena. In this perspective, we highlight how multiphoton interactions can be responsible for an enhancement in sensibility exhibited by biosensors. The nonlinear optical effects open up a series of options to expand the applications of optical biosensors. Nonlinearities together with computer tools are suitable for the identification of complex low-dimensional agents. Machine learning methods can approximate functions to reveal patterns in the detection of dynamic objects in the human body and determine viruses, harmful entities, or strange kinetics in cells.
Indexed as
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.