ArticleScience advances2024
Time-resolved chemical monitoring of whole plant roots with printed electrochemical sensors and machine learning.
Article in Science advances, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 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
11 citing papers in PubMed.
- Biomass-derived nitrogen-doped carbon quantum dot-embedded electrospun PVA/PVP seed coatings for the electrochemical monitoring of germination and stress responses inNanoscale advances · 2026Article
- Machine-Learning Microfluidic Minute-Scale Microorganism Metrics Monitoring(M6).Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Phytohormone dynamics in tomato leaves due to in-situ continuous wearing of sensors.Plant methods · 2026Article
- Root-Specific Signal Modules Mediating Abiotic Stress Tolerance in Fruit Crops.Plants (Basel, Switzerland) · 2026Review
- Printing technologies for monitoring crop health.Nature communications · 2026Review
- Machine learning-powered activatable NIR-II fluorescent nanosensor for in vivo monitoring of plant stress responses.Nature communications · 2025Article
- Epidermal electronic-tattoo for plant immune response monitoring.Nature communications · 2025Article
- A chemically modified DNAzyme-based electrochemical sensor for binary and highly sensitive detection of reactive oxygen species.Chemical science · 2025Article
- Role of Machine Learning Assisted Biosensors in Point-of-Care-Testing For Clinical Decisions.ACS sensors · 2024Review
- Parallel, Continuous Monitoring and Quantification of Programmed Cell Death in Plant Tissue.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Article
- Plant-on-a-chip: continuous, soilless electrochemical monitoring of salt uptake and tolerance among different genotypes of tomato.Sensors & diagnostics · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Traditional single-point measurements fail to capture dynamic chemical responses of plants, which are complex, nonequilibrium biological systems. We report TETRIS (
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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.