ArticleSoil biology & biochemistry2024
Emerging sensing, imaging, and computational technologies to scale nano-to macroscale rhizosphere dynamics - Review and research perspectives.
Article in Soil biology & biochemistry, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 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
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.
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Who cites it
10 citing papers in PubMed.
- Engineering rhizobacterial communities for soil and plant health.Microbiology (Reading, England) · 2026Review
- Observing the invisible: X-ray CT for plant-microbe interactions.The New phytologist · 2026Review
- Integrating soil imaging with spatial omics to uncover root-soil interactions.Plant communications · 2026Review
- Root and microbial contributions to anoxic microsite formation in the rhizosphere: a microfluidic approach.The New phytologist · 2026Article
- Rhizospheric traits and plant functioning belowground.Plant communications · 2026Review
- Root system architecture remodeling under oxygen-mediated subsurface drip irrigation: a mechanistic hypothesis framework linking multiphase mass transfer to root foraging decisions.Frontiers in plant science · 2026Review
- Optimizing rhizosphere metabolic circular economy toward sustainable ecosystems.Sustainable microbiology · 2026Review
- Planar Optode Imaging Reveals Spatio-Temporal Heterogeneity of Rhizosphere Microecology inToxics · 2025Article
- Microbiome in cancer metastasis: biological insights and emerging spatial omics methods.Frontiers in cellular and infection microbiology · 2025Review
- RhizoMAP: a comprehensive, nondestructive, and sensitive platform for metabolic imaging of the rhizosphere.Plant methods · 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
14 authors.
Funding
Abstract
The soil region influenced by plant roots, i.e., the rhizosphere, is one of the most complex biological habitats on Earth and significantly impacts global carbon flow and transformation. Understanding the structure and function of the rhizosphere is critically important for maintaining sustainable plant ecosystem services, designing engineered ecosystems for long-term soil carbon storage, and mitigating the effects of climate change. However, studying the biological and ecological processes and interactions in the rhizosphere requires advanced integrated technologies capable of decoding such a complex system at different scales. Here, we review how emerging approaches in sensing, imaging, and computational modeling can advance our understanding of the complex rhizosphere system. Particularly, we provide our perspectives and discuss future directions in developing
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What Socratic 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 Socratic graph.