ArticleMolecules (Basel, Switzerland)2019
A Machine Learning-Based Raman Spectroscopic Assay for the Identification of
Article in Molecules (Basel, Switzerland), 2019. 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, 34 citations in OpenAlex.
- Laboratory strategies for the identification of Burkholderia species: From classical phenotyping to advanced genomic and proteomic approaches.Antonie van Leeuwenhoek · 2026Review
- Integrating spatial and chemical information enhances differentiation of non-alcoholic steatohepatitis states in Raman imaging.Scientific reports · 2025Article
- Rapid identification of Litopenaeus vannamei pathogenic bacteria: a combined approach using surface-enhanced Raman spectroscopy (SERS) and deep learning.Analytical and bioanalytical chemistry · 2025Article
- Random splicing assisted deep learning for breast cancer cell line classification via Raman spectroscopy.Computational and structural biotechnology journal · 2025Article
- Rapid, antibiotic incubation-free determination of tuberculosis drug resistance using machine learning and Raman spectroscopy.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- Article
- Machine Learning Approach for Application-Tailored Nanolubricants' Design.Nanomaterials (Basel, Switzerland) · 2022Article
- Machine Learning-Assisted Sampling of Surfance-Enhanced Raman Scattering (SERS) Substrates Improve Data Collection Efficiency.Applied spectroscopy · 2022Article
- Detection of multi-resistant clinical strains of E. coli with Raman spectroscopy.Analytical and bioanalytical chemistry · 2022Article
- Methodological tools to study species of the genus Burkholderia.Applied microbiology and biotechnology · 2021Review
- Comparative Analysis of Machine Learning Algorithms on Surface Enhanced Raman Spectra of ClinicalFrontiers in microbiology · 2021Article
- Applications of Raman Spectroscopy in Bacterial Infections: Principles, Advantages, and Shortcomings.Frontiers in microbiology · 2021Review
- Mammalian cell and tissue imaging using Raman and coherent Raman microscopy.Wiley interdisciplinary reviews. Systems biology and medicine · 2020Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
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.