ArticleiScience2021
Machine learning-assisted single-cell Raman fingerprinting for
Article in iScience, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 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
18 citing papers in PubMed.
- Boosting identification of microsporidian spores originating from different hosts: single-cell Raman spectroscopy combined with self-attention mechanism-driven convolutional neural network.Analytical and bioanalytical chemistry · 2026Article
- Domain-Level Classification of Archaea and Bacteria Using AI-Assisted Single-Cell Raman Spectroscopy.ACS omega · 2026Article
- Predicting targeted- and immunotherapeutic response outcomes in melanoma with single-cell Raman spectroscopy and AI.bioRxiv : the preprint server for biology · 2026Article
- Spectroscopic Analysis of the Extracellular Matrix in Naked Mole-Rat Temporomandibular Joints.Gels (Basel, Switzerland) · 2025Article
- Single-cell pigment analysis of phototrophic and phyllosphere bacteria using simultaneous detection of Raman and autofluorescence spectra.Applied and environmental microbiology · 2025Article
- Leveraging the microbiome to combat antibiotic resistant gynecological infections.npj antimicrobials and resistance · 2025Review
- Article
- Comparative study of machine-and deep-learning based classification algorithms for biomedical Raman spectroscopy (RS): case study of RS based pathogenic microbe identification.Analytical sciences : the international journal of the Japan Society for Analytical Chemistry · 2024Article
- Raman-based machine-learning platform reveals unique metabolic differences between IDHmut and IDHwt glioma.Neuro-oncology · 2024Article
- Unveiling the efficacy of a bulk Raman spectra-based model in predicting single cell Raman spectra of microorganisms.Heliyon · 2024Article
- Simultaneous Imaging and Characterization of Polyunsaturated Fatty Acids, Carotenoids, and Microcrystalline Guanine in SingleThe journal of physical chemistry. B · 2023Article
- Rapid identification and drug resistance screening of respiratory pathogens based on single-cell Raman spectroscopy.Frontiers in microbiology · 2023Article
- Domain-level Identification of Single Prokaryotic Cells by Optical Photothermal Infrared Spectroscopy.Microbes and environments · 2023Article
- Raman-Based Antimicrobial Susceptibility Testing on Antibiotics of Last Resort.Infection and drug resistance · 2023Article
- Artificial intelligence-aided rapid and accurate identification of clinical fungal infections by single-cell Raman spectroscopy.Frontiers in microbiology · 2023Article
- Nondestructive microbial discrimination using single-cell Raman spectra and random forest machine learning algorithm.STAR protocols · 2022Article
- Application of Microfluidics for Bacterial Identification.Pharmaceuticals (Basel, Switzerland) · 2022Review
- Resonance Raman analysis of intracellular vitamin BAnalytical science advances · 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
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Accessing enormous uncultivated microorganisms (microbial dark matter) in various Earth environments requires accurate, nondestructive classification, and molecular understanding of the microorganisms in
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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.