ArticleLight, science & applications2019
Deep spectral learning for label-free optical imaging oximetry with uncertainty quantification.
Article in Light, science & applications, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 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
15 citing papers in PubMed.
- Diffusion correction of Beer-Lambert law in visible light optical coherence tomography for retinal vessels.Medical & biological engineering & computing · 2026Article
- Retinal oximetry: new insights into ocular and systemic diseases.Graefe's archive for clinical and experimental ophthalmology = Albrecht von Graefes Archiv fur klinische und experimentelle Ophthalmologie · 2025Review
- Visible-light optical coherence tomography and its applications.Neurophotonics · 2025Review
- Enhanced multiscale human brain imaging by semi-supervised digital staining and serial sectioning optical coherence tomography.Light, science & applications · 2025Article
- Quantitative Optical Imaging of Oxygen in Brain Vasculature.The journal of physical chemistry. B · 2024Review
- Enhanced Multiscale Human Brain Imaging by Semi-supervised Digital Staining and Serial Sectioning Optical Coherence Tomography.Research square · 2024Article
- Exploring uncertainty measures in convolutional neural network for semantic segmentation of oral cancer images.Journal of biomedical optics · 2022Article
- Live-dead assay on unlabeled cells using phase imaging with computational specificity.Nature communications · 2022Article
- Optical oxygen saturation imaging in cellular ex vivo lung perfusion to assess lobular pulmonary function.Biomedical optics express · 2022Article
- Bayesian deep learning for reliable oral cancer image classification.Biomedical optics express · 2021Article
- Deep Learning in Biomedical Optics.Lasers in surgery and medicine · 2021Review
- Single-cell cytometry via multiplexed fluorescence prediction by label-free reflectance microscopy.Science advances · 2021Article
- Line scanning mechanical streak camera for phosphorescence lifetime imaging.Optics express · 2020Article
- Visible light optical coherence tomography angiography (vis-OCTA) facilitates local microvascular oximetry in the human retina.Biomedical optics express · 2020Article
- The path to clinical translation for visible light optical coherence tomography in retinal imaging.Taiwan journal of ophthalmologyReview
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
Measurement of blood oxygen saturation (
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.