ReviewFrontiers in plant science2020
Raman-Based Diagnostics of Biotic and Abiotic Stresses in Plants. A Review.
Review in Frontiers in plant science, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 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
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Who cites it
28 citing papers in PubMed.
- Rice straw sample preparation protocol for cell wall major constituent analysis via Raman spectroscopy.STAR protocols · 2026Article
- Chemical Characterisation ofPlants (Basel, Switzerland) · 2026Article
- Rapid preliminary screening of Tomato brown rugose fruit virus based on surface-enhanced Raman spectroscopy and machine learning.Frontiers in plant science · 2026Article
- Raman spectroscopy as a tool for assessing plant growth in space and on lunar regolith simulants.NPJ microgravity · 2025Article
- Golden insights for exploring cancer: delivery, from genes to the human body using bimetallic Au/Ag nanostructures.Discover oncology · 2025Review
- Rapid detection of soybean nutrient deficiencies with YOLOv8s for precision agriculture advancement.Scientific reports · 2025Article
- Early detection of soybean mosaic virus using portable Raman spectroscopy coupled with machine learning.Frontiers in plant science · 2025Article
- Early detection of fungal infection of Arabidopsis and brassica by Raman spectroscopy.Frontiers in plant science · 2025Article
- Exploiting Bacterial Pigmentation for Non-Destructive Detection of Seed-Borne Pathogens by Using Photoacoustic Techniques.Sensors (Basel, Switzerland) · 2024Article
- Harnessing Raman spectroscopy for the analysis of plant diversity.Scientific reports · 2024Article
- First Chemical Profile Analysis of Acacia Pods.Plants (Basel, Switzerland) · 2023Article
- Non-invasive identification of combined salinity stress and stalk rot disease caused by Colletotrichum graminicola in maize using Raman spectroscopy.Scientific reports · 2023Article
- Differentiation of advanced generation mutant wheat lines: Conventional techniques versus Raman spectroscopy.Frontiers in plant science · 2023Article
- Detection and differentiation of herbicide stresses in roses by Raman spectroscopy.Frontiers in plant science · 2023Article
- Non-Invasive and Confirmatory Differentiation of Hermaphrodite from Both Male and Female Cannabis Plants Using a Hand-Held Raman Spectrometer.Molecules (Basel, Switzerland) · 2022Article
- Raman Method in Identification of Species and Varieties, Assessment of Plant Maturity and Crop Quality-A Review.Molecules (Basel, Switzerland) · 2022Review
- Sensor-based phenotyping of above-ground plant-pathogen interactions.Plant methods · 2022Review
- Raman spectroscopy enables highly accurate differentiation between young male and female hemp plants.Planta · 2022Article
- Raman Spectroscopy Enables Confirmatory Diagnostics of Fusarium Wilt in Asymptomatic Banana.Frontiers in plant science · 2022Article
- Raman Spectroscopy Detects Changes in Carotenoids on the Surface of Watermelon Fruits During Maturation.Frontiers in plant science · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Digital farming is a novel agricultural philosophy that aims to maximize a crop yield with the minimal environmental impact. Digital farming requires the development of technologies that can work directly in the field providing information about a plant health. Raman spectroscopy (RS) is an emerging analytical technique that can be used for non-invasive, non-destructive, and confirmatory diagnostics of diseases, as well as the nutrient deficiencies in plants. RS is also capable of probing nutritional content of grains, as well as highly accurate identification plant species and their varieties. This allows for Raman-based phenotyping and digital selection of plants. These pieces of evidence suggest that RS can be used for chemical-free surveillance of plant health directly in the field. High selectivity and specificity of this technique show that RS may transform the agriculture in the US. This review critically discusses the most recent research articles that demonstrate the use of RS in diagnostics of abiotic and abiotic stresses in plants, as well as the identification of plant species and their nutritional analysis.
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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.