ReviewJournal of medical imaging (Bellingham, Wash.)2021
Quick guide on radiology image pre-processing for deep learning applications in prostate cancer research.
Review in Journal of medical imaging (Bellingham, Wash.), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 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
24 citing papers in PubMed, 86 citations in OpenAlex.
- FAIR4prep: FAIR clinical informatics data preprocessing in artificial intelligence applications.Scientific data · 2026Article
- Prostate MR image segmentation using a multi-stage network approach.International urology and nephrology · 2026Article
- Fibrosis of Periprostatic Adipose Tissue: A Potential Marker of Prostate Cancer Aggressiveness.Cancers · 2026Article
- The impact of pre-processing techniques on deep learning breast image segmentation.Scientific reports · 2025Article
- Impact of large language models and vision deep learning models in predicting neoadjuvant rectal score for rectal cancer treated with neoadjuvant chemoradiation.BMC medical imaging · 2025Article
- Multimodal generative AI for interpreting 3D medical images and videos.NPJ digital medicine · 2025Review
- Generative AI Models in Time-Varying Biomedical Data: Scoping Review.Journal of medical Internet research · 2025Article
- Imaging genomics of cancer: a bibliometric analysis and review.Cancer imaging : the official publication of the International Cancer Imaging Society · 2025Review
- Unified total body CT image with multiple organ specific windowings: validating improved diagnostic accuracy and speed in trauma cases.Scientific reports · 2025Article
- A review of deep learning approaches for multimodal image segmentation of liver cancer.Journal of applied clinical medical physics · 2024Review
- Considerations on Image Preprocessing Techniques Required by Deep Learning Models. The Case of the Knee MRIs.Maedica · 2024Article
- Precise individual muscle segmentation in whole thigh CT scans for sarcopenia assessment using U-net transformer.Scientific reports · 2024Article
- Correlation between individual thigh muscle volume and grip strength in relation to sarcopenia with automated muscle segmentation.PloS one · 2024Article
- Article
- Identifying immunodeficiency status in children with pulmonary tuberculosis: using radiomics approach based on un-enhanced chest computed tomography.Translational pediatrics · 2023Article
- A Deep-Learning Approach to Spleen Volume Estimation in Patients with Gaucher Disease.Journal of clinical medicine · 2023Article
- EnsemDeepCADx: Empowering Colorectal Cancer Diagnosis with Mixed-Dataset Features and Ensemble Fusion CNNs on Evidence-Based CKHK-22 Dataset.Bioengineering (Basel, Switzerland) · 2023Article
- CROPro: a tool for automated cropping of prostate magnetic resonance images.Journal of medical imaging (Bellingham, Wash.) · 2023Article
- Deep learning-assisted classification of calcaneofibular ligament injuries in the ankle joint.Quantitative imaging in medicine and surgery · 2023Article
- Mitigating Bias in Radiology Machine Learning: 1. Data Handling.Radiology. Artificial intelligence · 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
8 authors at 2 institutions in 1 country.
Funding
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.