ArticleFrontiers in oncology2019
Automatic Planning of Whole Breast Radiation Therapy Using Machine Learning Models.
Article in Frontiers in oncology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 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
20 citing papers in PubMed.
- Gamma Knife treatment planning using knowledge-based reinforcement learning.Medical physics · 2026Article
- An automated treatment planning portfolio for whole breast radiotherapy.Medical physics · 2025Article
- Clinical commissioning and introduction of an in-house artificial intelligence (AI) platform for automated head and neck intensity modulated radiation therapy (IMRT) treatment planning.Journal of applied clinical medical physics · 2025Article
- Automated treatment planning for whole breast irradiation with individualized tangential IMRT fields.Journal of applied clinical medical physics · 2024Article
- Automated treatment planning for liver cancer stereotactic body radiotherapy.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2023Article
- Automated treatment planning for proton pencil beam scanning using deep learning dose prediction and dose-mimicking optimization.Journal of applied clinical medical physics · 2023Article
- Contour similarity and its implication on inverse prostate SBRT treatment planning.Journal of applied clinical medical physics · 2023Article
- Assessment of efficacy in automated plan generation for Varian Ethos intelligent optimization engine.Journal of applied clinical medical physics · 2022Article
- Clinical evaluation of two AI models for automated breast cancer plan generation.Radiation oncology (London, England) · 2022Article
- Semiautomatic Treatment Planning for the Field-in-field Technique in Whole Brain Irradiation.Juntendo Iji zasshi = Juntendo medical journal · 2022Article
- Assessing the robustness of artificial intelligence powered planning tools in radiotherapy clinical settings-a phantom simulation approach.Quantitative imaging in medicine and surgery · 2021Article
- Artificial intelligence applications in intensity modulated radiation treatment planning: an overview.Quantitative imaging in medicine and surgery · 2021Review
- New field-in-field with two reference points method for whole breast radiotherapy: Dosimetric analysis and radiation-induced skin toxicities assessment.Molecular and clinical oncology · 2021Article
- Artificial intelligence and machine learning for medical imaging: A technology review.Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB) · 2021Review
- Feasibility of automated planning for whole-brain radiation therapy using deep learning.Journal of applied clinical medical physics · 2021Article
- Single click automated breast planning with iterative optimization.Journal of applied clinical medical physics · 2020Article
- Fluence Map Prediction Using Deep Learning Models - Direct Plan Generation for Pancreas Stereotactic Body Radiation Therapy.Frontiers in artificial intelligence · 2020Article
- Incorporating Case-Based Reasoning for Radiation Therapy Knowledge Modeling: A Pelvic Case Study.Technology in cancer research & treatment · 2019Article
- Deep Learning-Based Fluence Map Prediction for Pancreas Stereotactic Body Radiation Therapy With Simultaneous Integrated Boost.Advances in radiation oncologyArticle
- Clinical Experience With Machine Learning-Based Automated Treatment Planning for Whole Breast Radiation Therapy.Advances in radiation oncologyArticle
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.
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.