ArticleACS omega2019
Multifunctional Stretchable Sensors for Continuous Monitoring of Long-Term Leaf Physiology and Microclimate.
Article in ACS omega, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 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
34 citing papers in PubMed, 129 citations in OpenAlex.
- Design of a Chlorophyll Fluorescence Sensor Head for Continuous On-Leaf Measurements.ACS omega · 2026Article
- Noninvasive Sensing of Foliar Moisture in Hydroponic Crops Using Leaf-Based Electric Field Energy Harvesters.Biosensors · 2025Article
- Article
- Wearable sensors: in situ detection tools for plant physiological markers and growth environment information.Mikrochimica acta · 2025Review
- Transparent PEDOT:PSS/PDMS Leaf Tattoos for Multiplexed Plant Health Monitoring and Energy Harvesting.Biosensors · 2025Article
- Let's Get Real: Are Wearable Plant Sensors Ready for Crop Monitoring?ACS sensors · 2025Review
- Wearable Standalone Sensing Systems for Smart Agriculture.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Review
- Autonomous Aerosol and Plasma Co-Jet Printing of Metallic Devices at Ambient Temperature.Small (Weinheim an der Bergstrasse, Germany) · 2025Article
- Wearable Sensors for Plants: Status and Prospects.Biosensors · 2025Review
- Sensing Technologies for Outdoor/Indoor Farming.Biosensors · 2024Review
- Flexible Mechanical Sensors for Plant Growth Monitoring: An Emerging Area for Smart Agriculture.Sensors (Basel, Switzerland) · 2024Article
- Article
- Wearable sensor supports in-situ and continuous monitoring of plant health in precision agriculture era.Plant biotechnology journal · 2024Review
- 3D Printing Technology: Role in Safeguarding Food Security.Analytical chemistry · 2024Review
- A Roadmap from Functional Materials to Plant Health Monitoring (PHM).Macromolecular bioscience · 2024Review
- Flexible Matrices for the Encapsulation of Plant Wearable Sensors: Influence of Geometric and Color Features on Photosynthesis and Transpiration.Sensors (Basel, Switzerland) · 2024Article
- All-organic transparent plant e-skin for noninvasive phenotyping.Science advances · 2024Article
- New horizons in smart plant sensors: key technologies, applications, and prospects.Frontiers in plant science · 2024Review
- Flexible wearable sensors for crop monitoring: a review.Frontiers in plant science · 2024Review
- A Leaf-Patchable Reflectance Meter for In Situ Continuous Monitoring of Chlorophyll Content.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 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
8 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Communication with plants to understand their growth mechanisms and interaction with the surrounding environment may improve production yield in agriculture and facilitate prevention of plant diseases and negative influence of environmental stress. Typical sensing technologies in plant biology and precision agriculture largely rely on techniques with low spatial and temporal resolutions, and fail to continuously and precisely determine localized variation in leaf physiology and microenvironments. Here, techniques to develop a multifunctional stretchable leaf-mounted sensor have been developed to offer optimized adaptability to plant growth and monitor leaf physiological and environmental conditions in continuous and highly sensitive manners. The multifunctional leaf sensor contains multiple heterogeneous sensing elements made of metal, carbon nanotube matrix, and silicon, leading to temperature, hydration, light illuminance, and strain sensing capabilities on a leaf. Evaluation under a controlled environment indicates excellent precision and accuracy of the sensor compared to conventional devices. Furthermore, indoor and outdoor experiments have demonstrated the multifunctional monitoring ability of the sensor in real situations. The multifunctional stretchable sensor holds the promise to advance monitoring techniques in plant biology and precision agriculture, resulting in improved capability to record slow and subtle physiological changes in plants and plant/environment interaction.
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.