ReviewChem & bio engineering2025
Advancing Wearable VOC Sensors: A Roadmap for Sustainable Agriculture and Real-Time Plant Health Monitoring.
Review in Chem & bio engineering, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 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
2 citing papers in PubMed.
- Room-temperature VOC detection using light-driven metal oxide heterojunctions: principles, challenges, and prospects.Nanoscale advances · 2026Review
- Decoding plant volatile stress signals across scales: from molecular responses to ecosystem dynamics.Frontiers in plant science · 2026Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Plant diseases account for nearly one-third of annual global crop losses, making early and real-time detection essential for safeguarding agricultural productivity. Wearable technology has emerged as a promising real-time plant health monitoring approach that detects specific physiological and chemical changes associated with plant diseases or stresses. In this review, we highlight the role of volatile organic compounds (VOCs) as noninvasive biomarkers for tracking plant health and diagnosing diseases. We explore the materials, fabrication techniques, and recent applications of wearable VOC sensors for the real-time monitoring of plant diseases and stresses. Finally, we discuss the current challenges in wearable VOC sensor development and future directions to improve their design, fabrication, and practical implementation. This mini-review aims to guide the advancement of wearable sensing technologies for sustainable agriculture and enhanced crop protection.
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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.