ArticleFrontiers in plant science2020
Modeling and Optimizing Culture Medium Mineral Composition for
Article in Frontiers in plant science, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 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
20 citing papers in PubMed, 49 citations in OpenAlex.
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- Decoding the cannabis tissue culture puzzle: Machine learning analysis of cannabis in vitro morpho-physiological disorders expands the potential for precision micropropagation.Journal, genetic engineering & biotechnology · 2025Article
- AI-driven advances in plant biotechnology: sharpening the edge of plant tissue culture and genome editing.Frontiers in plant science · 2025Review
- Unlocking regeneration potential: harnessing morphogenic regulators and small peptides for enhanced plant engineering.The Plant journal : for cell and molecular biology · 2025Review
- Impact of salt strength on in vitro propagation and rebaudioside A content in Stevia rebaudiana under semi-solid and liquid MS media.Scientific reports · 2024Article
- 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
- Embryo Rescue in Plant Breeding.Plants (Basel, Switzerland) · 2023Review
- Development, Management and Utilization of a Kiwifruit (Plants (Basel, Switzerland) · 2023Review
- History, Phylogeny, Biodiversity, and New Computer-Based Tools for Efficient Micropropagation and Conservation of Pistachio (Plants (Basel, Switzerland) · 2023Review
- Incorporation of Organic Growth Additives to Enhance In Vitro Tissue Culture for Producing Genetically Stable Plants.Plants (Basel, Switzerland) · 2022Review
- Artificial Neural Networks Elucidated the Essential Role of Mineral Nutrients versus Vitamins and Plant Growth Regulators in Achieving Healthy Micropropagated Plants.Plants (Basel, Switzerland) · 2022Article
- Efficient regeneration of mature castanopsis hystrix fromFrontiers in plant science · 2022Article
- Innovation in the Breeding of Common Bean Through a Combined Approach ofFrontiers in genetics · 2022Article
- Sodium Toxicity: Should NaOH Be Substituted by KOH in Plant Tissue Culture?Frontiers in plant science · 2022Article
- The Combination of Untargeted Metabolomics and Machine Learning Predicts the Biosynthesis of Phenolic Compounds inPlants (Basel, Switzerland) · 2021Article
- Machine Learning-Mediated Development and Optimization of Disinfection Protocol and Scarification Method for Improved In Vitro Germination of Cannabis Seeds.Plants (Basel, Switzerland) · 2021Article
- Comparative Analysis of Machine Learning and Evolutionary Optimization Algorithms for Precision Micropropagation ofFrontiers in plant science · 2021Article
- Computer-Based Tools Unmask Critical Mineral Nutrient Interactions in Hoagland Solution for Healthy Kiwiberry Plant Acclimatization.Frontiers in plant science · 2021Article
- Establishment of an Agrobacterium-Mediated Genetic Transformation System for Prunus sibirica and Its Preliminary Application in PsWRKY17 Overexpression Under Low-Temperature Stress.Physiologia plantarumArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The design of plant tissue culture media remains a complicated task due to the interactions of many factors. The use of computer-based tools is still very scarce, although they have demonstrated great advantages when used in large dataset analysis. In this study, design of experiments (DOE) and three machine learning (ML) algorithms, artificial neural networks (ANNs), fuzzy logic, and genetic algorithms (GA), were combined to decipher the key minerals and predict the optimal combination of salts for hardy kiwi (
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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.