ReviewExperimental biology and medicine (Maywood, N.J.)2021
Sounding out the hidden data: A concise review of deep learning in photoacoustic imaging.
Review in Experimental biology and medicine (Maywood, N.J.), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 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
10 citing papers in PubMed, 19 citations in OpenAlex.
- Benchmarking deep learning-based reconstruction methods for photoacoustic computed tomography with clinically relevant synthetic datasets.Journal of biomedical optics · 2027Article
- Advances in photoacoustic imaging reconstruction and quantitative analysis for biomedical applications.Visual computing for industry, biomedicine, and art · 2026Review
- Dual-channel high-speed functional photoacoustic microscopy with ultra-wide field of view.Light, science & applications · 2026Article
- U-Net enhanced real-time LED-based photoacoustic imaging.Journal of biophotonics · 2024Article
- Novel research and future prospects of artificial intelligence in cancer diagnosis and treatment.Journal of hematology & oncology · 2023Review
- Fast iterative reconstruction for photoacoustic tomography using learned physical model: Theoretical validation.Photoacoustics · 2023Article
- High-fidelity deep functional photoacoustic tomography enhanced by virtual point sources.Photoacoustics · 2023Article
- Photoacoustic imaging aided with deep learning: a review.Biomedical engineering letters · 2022Review
- Sound out the impaired perfusion: Photoacoustic imaging in preclinical ischemic stroke.Frontiers in neuroscience · 2022Review
- Perspective on fast-evolving photoacoustic tomography.Journal of biomedical optics · 2021Article
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 at 2 institutions in 2 countries.
Funding
Abstract
The rapidly evolving field of photoacoustic tomography utilizes endogenous chromophores to extract both functional and structural information from deep within tissues. It is this power to perform precise quantitative measurements
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.