ReviewBiosensors2022
Application and Progress of Chemometrics in Voltammetric Biosensing.
Review in Biosensors, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
What it found
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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
16 citing papers in PubMed.
- Probing Biointerfaces with QCM‑D and Electrochemistry: Opportunities and Challenges toward Integrated EQCM‑D Biosensing.ACS measurement science au · 2026Review
- MWCNT-Au/Pt-modified screen-printed electrode for electrochemical detection of secondary metabolites inRSC advances · 2026Article
- Novel Application of Voltammetric Sensors to Characterize the Electrochemical Behavior of Porous Media.ACS omega · 2026Article
- Beluga Optimization Algorithm for Near-Infrared Spectral Variable Selection of Complex Samples.Foods (Basel, Switzerland) · 2025Article
- Development of an HPLC method for the simultaneous determination of azithromycin, clarithromycin, and erythromycin in wastewater.RSC advances · 2025Article
- Review
- Biosensors, Artificial Intelligence Biosensors, False Results and Novel Future Perspectives.Diagnostics (Basel, Switzerland) · 2025Review
- A Review of Recent Developments in Analytical Methods for Determination of Phosphorus from Environmental Samples.Molecules (Basel, Switzerland) · 2025Review
- The cluster analysis of traditional Chinese medicine authenticity identification technique assisted by chemometrics.Heliyon · 2024Article
- Revolutionizing food safety with electrochemical biosensors for rapid and portable pathogen detection.Brazilian journal of microbiology : [publication of the Brazilian Society for Microbiology] · 2024Review
- Perspective-Advances in Voltammetric Methods for the Measurement of Biomolecules.ECS sensors plus · 2024Article
- Advanced Electroanalysis for Electrosynthesis.ACS organic & inorganic Au · 2024Review
- Optimisation of electrochemical sensors based on molecularly imprinted polymers: from OFAT to machine learning.Analytical and bioanalytical chemistry · 2024Review
- The Use of Sensors in Blood-Brain Barrier-on-a-Chip Devices: Current Practice and Future Directions.Biosensors · 2023Review
- Carbon Nanotube-Based Biosensors Using Fusion Technologies with Biologicals & Chemicals for Food Assessment.Biosensors · 2023Review
- A Review on Electrochemical Microsensors for Ascorbic Acid Detection: Clinical, Pharmaceutical, and Food Safety Applications.Micromachines · 2022Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
The voltammetric electrochemical sensing method combined with biosensors and multi-sensor systems can quickly, accurately, and reliably analyze the concentration of the main analyte and the overall characteristics of complex samples. Simultaneously, the high-dimensional voltammogram contains the rich electrochemical features of the detected substances. Chemometric methods are important tools for mining valuable information from voltammetric data. Chemometrics can aid voltammetric biosensor calibration and multi-element detection in complex matrix conditions. This review introduces the voltammetric analysis techniques commonly used in the research of voltammetric biosensor and electronic tongues. Then, the research on optimizing voltammetric biosensor results using classical chemometrics is summarized. At the same time, the incorporation of machine learning and deep learning has brought new opportunities to further improve the detection performance of biosensors in complex samples. Finally, smartphones connected with miniaturized voltammetric biosensors and chemometric methods provide a high-quality portable analysis platform that shows great potential in point-of-care testing.
Indexed as
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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.