ReviewAdvances in radiation oncology
The big data effort in radiation oncology: Data mining or data farming?
Review in Advances in radiation oncology. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers, 1 of them a synthesis that pooled it.
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
35 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Operational Ontology for Oncology (O3): A Professional Society-Based, Multistakeholder, Consensus-Driven Informatics Standard Supporting Clinical and Research Use of Real-World Data From Patients Treated for Cancer.International journal of radiation oncology, biology, physics · 2023Guideline
- A Phase II Study of Optimized Individualized Adaptive Radiotherapy for Hepatocellular Carcinoma.Clinical cancer research : an official journal of the American Association for Cancer Research · 2023Trial
- A Generalized Software Framework for Consolidation of Radiation Therapy Planning and Delivery Data From Diverse Data Sources.Advances in radiation oncology · 2026Article
- Early and late CTCAE and patient-reported outcomes following prostate radiotherapy in the REQUITE cohort.Clinical and translational radiation oncology · 2026Article
- The Contribution of Cirrhosis Progression in Liver Dysfunction After Stereotactic Body Radiation Therapy.International journal of radiation oncology, biology, physics · 2026Article
- Utilizing process mining in quality management: A case study in radiation oncology.PLOS digital health · 2025Article
- Leveraging Radiotherapy Data for Precision Oncology: Veterans Affairs Granular Radiotherapy Information Database.JCO clinical cancer informatics · 2025Article
- Challenges and opportunities for real-world evidence in clinical oncology-a view from the UK: proceedings of a national workshop.ESMO real world data and digital oncology · 2024Article
- Perceptions on and roadblocks to implementation of standardized nomenclature in radiation oncology: A survey from TG-263U1.Journal of applied clinical medical physics · 2024Article
- Patients with progression of spinal metastases who present to the clinic have better outcomes compared to those who present to the emergency department.Cancer medicine · 2023Article
- Infrastructure tools to support an effective Radiation Oncology Learning Health System.Journal of applied clinical medical physics · 2023Article
- Developing a Data and Analytics Platform to Enable a Breast Cancer Learning Health System at a Regional Cancer Center.JCO clinical cancer informatics · 2023Article
- A Deep-Learning Error Detection System in Radiation Therapy.Annals of biomedical research · 2023Article
- Artificial Intelligence for Radiation Oncology Applications Using Public Datasets.Seminars in radiation oncology · 2022Review
- The progress of multimodal imaging combination and subregion based radiomics research of cancers.International journal of biological sciences · 2022Review
- Molecular Biology in Treatment Decision Processes-Neuro-Oncology Edition.International journal of molecular sciences · 2021Review
- Cancer Informatics for Cancer Centers: Scientific Drivers for Informatics, Data Science, and Care in Pediatric, Adolescent, and Young Adult Cancer.JCO clinical cancer informatics · 2021Article
- Automated data abstraction for quality surveillance and outcome assessment in radiation oncology.Journal of applied clinical medical physics · 2021Article
- PET Molecular Imaging: A Holistic Review of Current Practice and Emerging Perspectives for Diagnosis, Therapeutic Evaluation and Prognosis in Clinical Oncology.International journal of molecular sciences · 2021Review
- Validation of the American Joint Committee on Cancer Eighth Edition Staging of Patients With Metastatic Cutaneous Melanoma Treated With Immune Checkpoint Inhibitors.JAMA network open · 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
17 authors.
Funding
Abstract
Although large volumes of information are entered into our electronic health care records, radiation oncology information systems and treatment planning systems on a daily basis, the goal of extracting and using this big data has been slow to emerge. Development of strategies to meet this goal is aided by examining issues with a data farming instead of a data mining conceptualization. Using this model, a vision of key data elements, clinical process changes, technology issues and solutions, and role for professional societies is presented. With a better view of technology, process and standardization factors, definition and prioritization of efforts can be more effectively directed.
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.