ArticlePhysics in medicine and biology2022
OpenKBP-Opt: an international and reproducible evaluation of 76 knowledge-based planning pipelines.
Article in Physics in medicine and biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 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
12 citing papers in PubMed.
- Gamma knife knowledge-based planning with isocenter selection.Medical physics · 2026Article
- Federated learning-driven intelligent framework for multi-center radiotherapy dose distribution prediction oriented toward linear accelerators.Scientific reports · 2026Article
- A multi-institutional dummy run on segmentation variability and plan quality of stereotactic body radiotherapy for oligometastatic disease.Physics and imaging in radiation oncology · 2025Article
- A multi-centre evaluation of deep learning based radiotherapy planning for left-sided node-negative breast cancer.Physics and imaging in radiation oncology · 2025Article
- Ultra-fast, one-click radiotherapy treatment planning outside a treatment planning system.Physics and imaging in radiation oncology · 2025Article
- Knowledge-based planning, multicriteria optimization, and plan scorecards: A winning combination.Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology · 2025Article
- Automatic Treatment Planning for Radiation Therapy: A Cross-Modality and Protocol Study.Advances in radiation oncology · 2024Article
- Automated plan generation for prostate radiotherapy patients using deep learning and scripted optimization.Physics and imaging in radiation oncology · 2024Article
- A comparative study of deep learning-based knowledge-based planning methods for 3D dose distribution prediction of head and neck.Journal of applied clinical medical physics · 2023Article
- Clinical benefit of range uncertainty reduction in proton treatment planning based on dual-energy CT for neuro-oncological patients.The British journal of radiology · 2023Article
- Automated VMAT treatment planning using sequential convex programming: algorithm development and clinical implementation.Physics in medicine and biology · 2023Article
- Deep Learning-Based Dose Prediction for Automated, Individualized Quality Assurance of Head and Neck Radiation Therapy Plans.Practical 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
59 authors.
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.