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Bio
In addition to my clinical research in head and neck and lung cancer, I work on the application of computer science and machine learning to cancer research. I develop tools for analyzing large datasets to improve outcomes and safety of cancer treatment. I developed a machine learning prognostic model using data from around 13,000 patients with metastatic cancer which performs better than traditional models and physicians [PubMed ID 33313792]. We recently completed a prospective randomized study in thousands of patients in which the model was used to help improve advance care planning conversations.
I also work on the methods underpinning observational and predictive modeling research. My open source nnet-survival software that allows use of neural networks for survival modeling has been used by researchers internationally. In collaboration with the Stanford Research Informatics Center, I examined how electronic medical record (EMR) survival outcome data compares to gold-standard data from a cancer registry [PubMed ID 35802836]. The EMR data captured less than 50% of deaths, a finding that affects many studies being published that use EMR outcomes data.
I also work on the methods underpinning observational and predictive modeling research. My open source nnet-survival software that allows use of neural networks for survival modeling has been used by researchers internationally. In collaboration with the Stanford Research Informatics Center, I examined how electronic medical record (EMR) survival outcome data compares to gold-standard data from a cancer registry [PubMed ID 35802836]. The EMR data captured less than 50% of deaths, a finding that affects many studies being published that use EMR outcomes data.
Research Interests
Papers共 117 篇Author StatisticsCo-AuthorSimilar Experts
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Mengying Shi,Eric Simiele,Bin Han,Daniel Pham, Paul Palomares, Michaela Aguirre,Michael Gensheimer,Lucas Vitzthum,Quynh-Thu Le,Murat Surucu,Nataliya Kovalchuk
Advances in radiation oncologyno. 1 (2024): 101300-101300
LANCET ONCOLOGYno. 3 (2024): 366-375
Brianna Lau,Yufan F. Wu,Sunan Cui,Jie Fu, Scott Jackson,Daniel Pham,Piotr Dubrowski, Shaila Eswarappa,Lawrie Skinner,Hiroki Shirato,Hiroshi Taguchi,Michael F. Gensheimer,
Sheng Liu,Oscar Pastor-Serrano,Yizheng Chen, Matthew Gopaulchan, Weixing Liang,Mark Buyyounouski,Erqi Pollom,Quynh-Thu Le,Michael Gensheimer,Peng Dong, Yong Yang,James Zou,
arxiv(2024)
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Murat Surucu,Muhammad Ramish Ashraf, Ignacio Omar Romero, Laszlo Tibor Zalavari,Daniel Pham,Lucas Kas Vitzthum,Michael Francis Gensheimer,Yong Yang,Lei Xing,Nataliya Kovalchuk,Bin Han
Medical physicsno. 6 (2024): 4389-4401
Tona M. Gilmer,Chun-Hsiang Lai,Kexiao Guo,Katherine Deland,Kathleen A. Ashcraft,Amy E. Stewart,Yaode Wang,Jianmin Fu,Kris C. Wood, Deborah A. Smith, Jonathan T. Yang,Christopher T. Chen,
Cancer Researchno. 7_Supplement (2024)
Lucas K. Vitzthum,Murat Surucu,Michael F. Gensheimer,Nataliya Kovalchuk,Bin Han,Daniel Pham,Daniel Chang,Shervin M. Shirvani, Didem Aksoy, Arjun Maniyedath,Manoj Narayanan,Angela J. Da Silva,
International journal of radiation oncology, biology, physicsno. 5 (2024): 1172-1180
Applied Radiation Oncology (2023)
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Author Statistics
#Papers: 118
#Citation: 1809
H-Index: 22
G-Index: 41
Sociability: 6
Diversity: 3
Activity: 65
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