ArticleHeliyon2024
Data-driven intelligent modeling, optimization, and global sensitivity analysis of a xanthan gum biosynthesis process.
Article in Heliyon, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 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
4 citing papers in PubMed.
- Transcriptomic response of Xanthomonas campestris during xanthan gum production to glutamate concentration.Scientific reports · 2026Article
- More than a Thickener: Xanthan Gum as a Vehicle for the Herbicidal Extract ofPlants (Basel, Switzerland) · 2026Article
- Artificial neural network guided optimization of tenofovir and Cyanovirin-N multipurpose preventive hydrogel formulation developed using the Box Behnken design model.Pharmaceutical science advances · 2025Article
- Machine learning-optimized bioprocess for macroidin production by Lysinibacillus macroides and its biomedical applications.Bioprocess and biosystems engineering · 2025Article
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.
Funding
No grant is acknowledged in the PubMed record.
Abstract
In this study, the focus was to produce xanthan gum from pineapple waste using
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.