ArticleJournal of clinical microbiology2024
Development and validation of a quick, automated, and reproducible ATR FT-IR spectroscopy machine-learning model for
Article in Journal of clinical microbiology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 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
12 citing papers in PubMed.
- FTIR typing of the emerging NDM-14-producingJournal of clinical microbiology · 2026Article
- Hospital-wide pathogen transmission surveillance combining epidemiological, genetic, and spectroscopic approaches.Microbiology spectrum · 2026Article
- Can Artificial Intelligence Transform Early Warning for Antimicrobial-Resistant Outbreak Clones? Approaches, Gaps, and Opportunities: A Scoping Review.Antibiotics (Basel, Switzerland) · 2026Review
- Discrimination betweenOne health (Amsterdam, Netherlands) · 2026Article
- Laboratory strategies for the identification of Burkholderia species: From classical phenotyping to advanced genomic and proteomic approaches.Antonie van Leeuwenhoek · 2026Review
- Fourier-transform infrared spectroscopy with machine learning for rapid O-serogrouping and typhi differentiation of clinicalFrontiers in microbiology · 2026Article
- Unveiling structural dynamics and allosteric vulnerabilities in Klebsiella pneumoniae KPHS_11890: an integrated DRKG-MD study.Journal of computer-aided molecular design · 2025Article
- Use of IR Biotyper as a feasible methodology to typeMicrobiology spectrum · 2025Article
- Use of a national repository of Fourier-transform infrared spectroscopy spectra enables fast detection of silent outbreaks and prevention of spread of new antibiotic-resistant sequence types.Antimicrobial resistance and infection control · 2025Article
- Multicenter evaluation of Fourier transform infrared (FTIR) spectroscopy as a first-line typing tool for carbapenemase-producingJournal of clinical microbiology · 2025Article
- Identification ofMicroorganisms · 2024Article
- DecodingFrontiers in microbiology · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
12 authors.
Funding
Abstract
The reliability of Fourier-transform infrared (FT-IR) spectroscopy for
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.