ArticlePlants (Basel, Switzerland)2021
The Combination of Untargeted Metabolomics and Machine Learning Predicts the Biosynthesis of Phenolic Compounds in
Article in Plants (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 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
13 citing papers in PubMed, 30 citations in OpenAlex.
- Leakage-Aware Machine Learning and Deep Learning Benchmarking of Food Antioxidant Capacity Prediction on the Antioxidant Food Table.Antioxidants (Basel, Switzerland) · 2026Article
- Species-Specific Metabolic Identities Persist in Fabaceae Callus Cultures Under Standardized Culture Conditions.Plants (Basel, Switzerland) · 2026Article
- Advances in Functional Genomics and Biotechnology for Enhancing Therapeutic Potential of Medicinal Plants.International journal of molecular sciences · 2026Review
- An Overview of Metabolomic Approaches to Polyphenol Profiling for Nutraceutical Development.Molecules (Basel, Switzerland) · 2026Review
- AI-driven integration and optimization of medicinal plant multi-omics metabolic networks.Frontiers in plant science · 2026Review
- Quality Control Strategies for Differentiation of Kalanchoe Species.Phytochemical analysis : PCA · 2025Article
- Metabolomic characterization of algal nutraceuticals to elucidate their biological activities.Metabolomics : Official journal of the Metabolomic Society · 2025Review
- Bioprospection of indigenous herbal formulations for diabetes care: in vitro, network pharmacology, and molecular dynamics studies.BMC complementary medicine and therapies · 2025Article
- Optimizing PGRs for in vitro shoot proliferation of pomegranate with bayesian-tuned ensemble stacking regression and NSGA-II: a comparative evaluation of machine learning models.Plant methods · 2024Article
- Predicting and optimizing reactive oxygen species metabolism in Punica granatum L. through machine learning: role of exogenous GABA on antioxidant enzyme activity under drought and salinity stress.BMC plant biology · 2024Article
- An Integrated Molecular Networking and Docking Approach to Characterize the Metabolome ofMetabolites · 2023Article
- Machine Learning for Plant Stress Modeling: A Perspective towards Hormesis Management.Plants (Basel, Switzerland) · 2022Review
- Neurofuzzy logic predicts a fine-tuning metabolic reprogramming on elicitedFrontiers 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
7 authors at 3 institutions in 2 countries.
Funding
Abstract
Phenolic compounds constitute an important family of natural bioactive compounds responsible for the medicinal properties attributed to
Indexed as
Identifiers
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.