ReviewPlant science : an international journal of experimental plant biology2019
Review: New sensors and data-driven approaches-A path to next generation phenomics.
Review in Plant science : an international journal of experimental plant biology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 63 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
63 citing papers in PubMed.
- Monitoring plant moisture content and optimizing irrigation prescriptions based on UAV multimodal data.Frontiers in plant science · 2026Article
- Bridging scales: integrated multi-omics and deep phenotyping for climate resilience in crop plants.Frontiers in plant science · 2026Review
- Integrating 3D imaging, GWAS, and single-cell transcriptome approaches to elucidate root system architecture in Populus.Plant physiology · 2025Article
- Leveraging sensor technologies for seed phenotyping by genebanks.Frontiers in plant science · 2025Article
- Drought-tolerant wheat for enhancing global food security.Functional & integrative genomics · 2024Review
- Participatory AI for inclusive crop improvement.Agricultural systems · 2024Article
- Surviving a Double-Edged Sword: Response of Horticultural Crops to Multiple Abiotic Stressors.International journal of molecular sciences · 2024Review
- Climate Change-The Rise of Climate-Resilient Crops.Plants (Basel, Switzerland) · 2024Review
- Phenotyping and Exploitation of Kompetitive Allele-Specific PCR Assays for Genes Underpinning Leaf Rust Resistance in New Spring Wheat Mutant Lines.Current issues in molecular biology · 2024Article
- A simple method for measuring pollen germination rate using machine learning.Plant reproduction · 2023Article
- Review
- On the Angular Control of Rotating Lasers by Means of Line Calculus on Hyperboloids.Sensors (Basel, Switzerland) · 2023Article
- Advancing agro-ecological sustainability through emerging genetic approaches in crop improvement for plants.Functional & integrative genomics · 2023Article
- Data-driven approaches can harness crop diversity to address heterogeneous needs for breeding products.Proceedings of the National Academy of Sciences of the United States of America · 2023Article
- Assessment of Black Rot in Oilseed Rape Grown under Climate Change Conditions Using Biochemical Methods and Computer Vision.Plants (Basel, Switzerland) · 2023Article
- Design and Development of a Low-Cost UGV 3D Phenotyping Platform with Integrated LiDAR and Electric Slide Rail.Plants (Basel, Switzerland) · 2023Article
- Breeding crops for drought-affected environments and improved climate resilience.The Plant cell · 2023Review
- High-throughput root phenotyping of crop cultivars tolerant to low N in waterlogged soils.Frontiers in plant science · 2023Article
- The Dissection of Nitrogen Response Traits Using Drone Phenotyping and Dynamic Phenotypic Analysis to Explore N Responsiveness and Associated Genetic Loci in Wheat.Plant phenomics (Washington, D.C.) · 2023Article
- Phenomics as an approach to Comparative Developmental Physiology.Frontiers in physiology · 2023Article
3 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
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
At the 4th International Plant Phenotyping Symposium meeting of the International Plant Phenotyping Network (IPPN) in 2016 at CIMMYT in Mexico, a workshop was convened to consider ways forward with sensors for phenotyping. The increasing number of field applications provides new challenges and requires specialised solutions. There are many traits vital to plant growth and development that demand phenotyping approaches that are still at early stages of development or elude current capabilities. Further, there is growing interest in low-cost sensor solutions, and mobile platforms that can be transported to the experiments, rather than the experiment coming to the platform. Various types of sensors are required to address diverse needs with respect to targets, precision and ease of operation and readout. Converting data into knowledge, and ensuring that those data (and the appropriate metadata) are stored in such a way that they will be sensible and available to others now and for future analysis is also vital. Here we are proposing mechanisms for "next generation phenomics" based on our learning in the past decade, current practice and discussions at the IPPN Symposium, to encourage further thinking and collaboration by plant scientists, physicists and engineering experts.
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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.