ArticleFrontiers in plant science2022
Non-destructive Plant Biomass Monitoring With High Spatio-Temporal Resolution
Article in Frontiers in plant science, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 1 of them a synthesis that pooled it.
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
13 citing papers in PubMed, 1 synthesis or guideline pooled it, 45 citations in OpenAlex.
- Deep Learning in Controlled Environment Agriculture: A Review of Recent Advancements, Challenges and Prospects.Sensors (Basel, Switzerland) · 2022Pooled it
- Integration of crop modeling and sensing into molecular breeding for nutritional quality and stress tolerance.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2025Review
- Precise and Continuous Biomass Measurement for Plant Growth Using a Low-Cost Sensor Setup.Sensors (Basel, Switzerland) · 2025Article
- A method for phenotyping lettuce volume and structure from 3D images.Plant methods · 2025Article
- Instance-level phenotype-based growth stage classification of basil in multi-plant environments.Frontiers in plant science · 2025Article
- Zero-shot instance segmentation for plant phenotyping in vertical farming with foundation models and VC-NMS.Frontiers in plant science · 2025Article
- Enhancing Aboveground Biomass Prediction through Integration of the SCDR Paradigm into the U-Like Hierarchical Residual Fusion Model.Sensors (Basel, Switzerland) · 2024Article
- Monitoring of a Productive Blue-Green Roof Using Low-Cost Sensors.Sensors (Basel, Switzerland) · 2023Article
- Comparing CNNs and PLSr for estimating wheat organs biophysical variables using proximal sensing.Frontiers in plant science · 2023Article
- Phenomics based prediction of plant biomass and leaf area in wheat using machine learning approaches.Frontiers in plant science · 2023Article
- Estimation of rice seedling growth traits with an end-to-end multi-objective deep learning framework.Frontiers in plant science · 2023Article
- Automatic monitoring of lettuce fresh weight by multi-modal fusion based deep learning.Frontiers in plant science · 2022Article
- DNA barcoding and biomass accumulation rates of native Iranian duckweed species for biotechnological applications.Frontiers in plant science · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Plant breeders, scientists, and commercial producers commonly use growth rate as an integrated signal of crop productivity and stress. Plant growth monitoring is often done destructively
Indexed as
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.