Evidence map›Paper›PMID 36093921›Full record

ArticlePhysics in medicine and biology2022

OpenKBP-Opt: an international and reproducible evaluation of 76 knowledge-based planning pipelines.

Aaron Babier, Rafid Mahmood, Binghao Zhang, Victor G L Alves, Ana Maria Barragán-Montero, Joel Beaudry, Carlos E Cardenas, Yankui Chang, Zijie Chen, Jaehee Chun and 49 more

Abstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

12 citing papers in PubMed.

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  6. Knowledge-based planning, multicriteria optimization, and plan scorecards: A winning combination.Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology · 2025
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

59 authors.

Aaron BabierDepartment of Mechanical and Industrial Engineering, University of Toronto, Toronto, ON, Canada.ORCID 0000-0002-5949-2500
Rafid MahmoodDepartment of Mechanical and Industrial Engineering, University of Toronto, Toronto, ON, Canada.ORCID 0000-0003-1933-066X
Binghao ZhangDepartment of Mechanical and Industrial Engineering, University of Toronto, Toronto, ON, Canada.ORCID 0000-0001-5790-7875
Victor G L AlvesDepartment of Radiation Oncology, University of Virginia Health System, Charlottesville, VA, United States of America.ORCID 0000-0001-7982-2039
Ana Maria Barragán-MonteroDepartment of Molecular Imaging Radiation Oncology, UCLouvain, Louvain-la-Neuve, Belgium.ORCID 0000-0002-9485-3076
Joel BeaudryDepartment of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, United States of America.ORCID 0000-0002-8973-5139
Carlos E CardenasDepartment of Radiation Oncology, The University of Alabama at Birmingham, Birmingham, AL, United States of America.ORCID 0000-0003-1414-3849
Yankui ChangDepartment of Engineering and Applied Physics, University of Science and Technology of China, Hefei, People's Republic of China.
Zijie ChenShenying Medical Technology Co., Ltd., Shenzhen, Guangdong, People's Republic of China.
Jaehee ChunDepartment of Radiation Oncology, Yonsei University College of Medicine, Seoul, Republic of Korea.ORCID 0000-0002-9695-6079
Kelly DiazDepartment of Physics, National University of Colombia, Medellín, Colombia.
Harold David ErasoDepartment of Physics, National University of Colombia, Medellín, Colombia.
Erik FaustmannAtominstitut, Vienna University of Technology, Vienna, Austria.
Sibaji GajDepartment of Biomedical Engineering, Cleveland Clinic, Cleveland, OH, United States of America.ORCID 0000-0002-6997-5717
Skylar GayDepartment of Radiation Physics, The University of Texas MD Anderson Cancer Center, Houston, TX, United States of America.ORCID 0000-0003-4659-0766
Mary GronbergDepartment of Radiation Physics, The University of Texas MD Anderson Cancer Center, Houston, TX, United States of America.ORCID 0000-0002-0121-9579
Bingqi GuoDepartment of Radiation Oncology, Cleveland Clinic, Cleveland, OH, United States of America.ORCID 0000-0003-1017-5237
Junjun HeDepartment of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, People's Republic of China.ORCID 0000-0002-1813-1784
Gerd HeilemannDepartment of Radiation Oncology, Medical University of Vienna, Vienna, Austria.ORCID 0000-0002-7461-3956
Sanchit HiraDepartment of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, United States of America.
Yuliang HuangDepartment of Radiation Oncology, Peking University Cancer Hospital and Institute, Beijing, People's Republic of China.
Fuxin JiDepartment of Electrical Engineering and Automation, Anhui University, Hefei, People's Republic of China.
Dashan JiangDepartment of Electrical Engineering and Automation, Anhui University, Hefei, People's Republic of China.
Jean Carlo Jimenez GiraldoDepartment of Physics, National University of Colombia, Medellín, Colombia.
Hoyeon LeeDepartment of Radiation Oncology, Massachusetts General Hospital, Boston, MA, United States of America.ORCID 0000-0002-1165-1509
Jun LianDepartment of Radiation Oncology, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America.ORCID 0000-0002-2041-9074
Shuolin LiuDepartment of Electrical Engineering and Automation, Anhui University, Hefei, People's Republic of China.
Keng-Chi LiuDepartment of Medical Imaging, Taiwan AI Labs, Taipei, Taiwan.ORCID 0000-0003-0415-6398
José MarrugoDepartment of Physics, National University of Colombia, Medellín, Colombia.ORCID 0000-0002-9226-6505
Kentaro MikiDepartment Of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan.
Kunio NakamuraDepartment of Biomedical Engineering, Cleveland Clinic, Cleveland, OH, United States of America.ORCID 0000-0002-7833-8138
Tucker NethertonDepartment of Radiation Physics, The University of Texas MD Anderson Cancer Center, Houston, TX, United States of America.ORCID 0000-0003-1583-7121
Dan NguyenMedical Artificial Intelligence and Automation (MAIA) Laboratory, Department of Radiation Oncology, The University of Texas Southwestern Medical Center, Dallas, TX, United States of America.ORCID 0000-0002-9590-0655
Hamidreza NourzadehDepartment of Radiation Oncology, Thomas Jefferson University, Philadelphia, PA, United States of America.ORCID 0000-0002-1686-4466
Alexander F I OsmanDepartment of Medical Physics, Al-Neelain University, Khartoum, Sudan.ORCID 0000-0002-1286-475X
Zhao PengDepartment of Engineering and Applied Physics, University of Science and Technology of China, Hefei, People's Republic of China.
José Darío Quinto MuñozDepartment of Physics, National University of Colombia, Medellín, Colombia.
Christian RamslAtominstitut, Vienna University of Technology, Vienna, Austria.
Dong Joo RheeDepartment of Radiation Physics, The University of Texas MD Anderson Cancer Center, Houston, TX, United States of America.ORCID 0000-0003-0486-1556
Juan David RodriguezDepartment of Physics, National University of Colombia, Medellín, Colombia.
Hongming ShanInstitute of Science and Technology for Brain-inspired Intelligence, Fudan University, Shanghai, People's Republic of China.ORCID 0000-0002-0604-3197
Jeffrey V SiebersDepartment of Radiation Oncology, University of Virginia Health System, Charlottesville, VA, United States of America.ORCID 0000-0002-9949-2863
Mumtaz H SoomroDepartment of Radiation Oncology, University of Virginia Health System, Charlottesville, VA, United States of America.ORCID 0000-0001-5354-7518
Kay SunStudio Vodels, Atlanta, GA, United States of America.ORCID 0000-0001-5136-5913
Andrés Usuga HoyosDepartment of Physics, National University of Colombia, Medellín, Colombia.
Carlos ValderramaDepartment of Physics, National University of Colombia, Medellín, Colombia.
Rob VerbeekDepartment Computer Science, Aalto University, Espoo, Finland.
Enpei WangShenying Medical Technology Co., Ltd., Shenzhen, Guangdong, People's Republic of China.
Siri WillemsDepartment of Electrical Engineering, KULeuven, Leuven, Belgium.ORCID 0000-0002-4269-1976
Qi WuDepartment of Electrical Engineering and Automation, Anhui University, Hefei, People's Republic of China.
Xuanang XuDepartment of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, NY, United States of America.ORCID 0000-0002-6045-8457
Sen YangTencent AI Lab, Shenzhen, Guangdong, People's Republic of China.ORCID 0000-0002-0639-4122
Lulin YuanDepartment of Radiation Oncology, Virginia Commonwealth University Medical Center, Richmond, VA, United States of America.ORCID 0000-0002-5085-419X
Simeng ZhuDepartment of Radiation Oncology, Henry Ford Health System, Detroit, MI, United States of America.ORCID 0000-0003-0850-6690
Lukas ZimmermannFaculty of Health, University of Applied Sciences Wiener Neustadt, Wiener Neustadt, Austria.ORCID 0000-0003-0099-2276
Kevin L MooreDepartment of Radiation Oncology, University of California, San Diego, La Jolla, CA, United States of America.
Thomas G PurdieRadiation Medicine Program, UHN Princess Margaret Cancer Centre, Toronto, ON, Canada.ORCID 0000-0003-4176-8457
Andrea L McNivenRadiation Medicine Program, UHN Princess Margaret Cancer Centre, Toronto, ON, Canada.ORCID 0000-0002-8775-9575
Timothy C Y ChanDepartment of Mechanical and Industrial Engineering, University of Toronto, Toronto, ON, Canada.ORCID 0000-0002-4128-1692

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Nicholas D Socci · 1985 to 2026
$347.4M
Comprehensive analysis and mitigation of the clinical effects of delineation and geometric uncertainties in conformal radiation therapyR01CA222216 · NCI · UNIVERSITY OF VIRGINIA · PI SIEBERS, JEFFREY VINCENT · 2018 to 2023
$1.6M
NCI NIH HHS P30 CA008748NCI NIH HHS R01 CA222216
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Radiotherapy, Intensity-ModulatedRadiotherapy Planning, Computer-AssistedHumansKnowledge BasesRadiotherapy DosageReproducibility of Resultsautomated planninginverse optimizationinverse problemknowledge-based planningopen dataoptimizationradiotherapy

Identifiers

PMID36093921
PMCPMC10696540

What OpenQuestion holds

Textmetadata
LicenceCC BY
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Registered trials

None linked

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.