ArticleTechnology in cancer research & treatment
Deep Learning for Patient-Specific Quality Assurance: Predicting Gamma Passing Rates for IMRT Based on Delivery Fluence Informed by log Files.
Article in Technology in cancer research & treatment. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 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
11 citing papers in PubMed, 16 citations in OpenAlex.
- Optimizing the delivery of radiotherapy with artificial intelligence.Nature reviews. Clinical oncology · 2026Review
- Prediction of three-dimensional dose distribution for patient-specific quality assurance based on log files using WingsNet.Radiation oncology (London, England) · 2025Article
- A Balanced Multimodal Multi-Task Deep Learning Framework for Robust Patient-Specific Quality Assurance.Diagnostics (Basel, Switzerland) · 2025Article
- Decision support using machine learning for predicting adequate bladder filling in prostate radiotherapy: a feasibility study.Radiological physics and technology · 2025Article
- Current Advancements in Serum Protein Biomarkers for Hepatitis B Virus-Associated Hepatocyte Remodeling and Hepatocellular Carcinoma.Immunity, inflammation and disease · 2025Review
- Research on the error pattern recognition of dosimetric quality assurance by Bayesian optimization.Translational cancer research · 2025Article
- Deep learning architectures for influenza dynamics and treatment optimization: a comprehensive review.Frontiers in artificial intelligence · 2025Review
- Improving the performance of deep learning models in predicting and classifying gamma passing rates with discriminative features and a class balancing technique: a retrospective cohort study.Radiation oncology (London, England) · 2024Article
- Detecting outliers beyond tolerance limits derived from statistical process control in patient-specific quality assurance.Journal of applied clinical medical physics · 2024Article
- Therapeutic dose prediction using score-based diffusion model for pretreatment patient-specific quality assurance.Frontiers in oncology · 2024Article
- Novel Applications of Artificial Intelligence in Cancer Research.Technology in cancer research & treatmentArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
16 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
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.