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Our research is centered around knowledge acquisition, representation, and decision theory in the complex medical domain of radiation oncology.
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Publications
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Quality assurance tasks and tools: The many roles of machine learning, AM Kalet, SMH Luk, MH Phillips - Medical physics, 2019
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Luk, S. M., Meyer, J., Young, L. A., Cao, N., Ford, E. C., Phillips, M. H., & Kalet, A. M. (2019). Characterization of a Bayesian network based radiotherapy plan verification model. Medical Physics.
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Using big data to improve safety and quality in radiation oncology, E Ford, A Kalet, M Phillips - Big Data in Radiation Oncology, 2019
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Detecting External Beam Radiation Therapy Physician Order Errors Using Machine Learning
X Chang, H Li, A Kalet, D Yang - International Journal of Radiation Oncology• Biology•, 9(2), S712017, 2017
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Developing Bayesian networks from a dependency-layered ontology: A proof-of-concept in radiation oncology. Kalet AM, Doctor JN, Gennari JH, Phillips MH, Med Phys. 2017 Aug;44(8):4350-4359. doi: 10.1002/mp.12340. Epub 2017 Jun 30.
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WE‐H‐BRC‐06: A Unified Machine‐Learning Based Probabilistic Model for Automated Anomaly Detection in the Treatment Plan Data, X Chang, A Kalet, S Liu, D Yang Medical physics 43 (6), 3841-3841
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WE-H-BRC-09: Simulated Errors in Mock Radiotherapy Plans to Quantify the Effectiveness of the Physics Plan Review. O Gopan, A Kalet, W Smith, K Hendrickson, M Kim, L Young, M Nyflot, A Chvetsov, M Phillips, E Ford. Medical Physics, 43(6) 3841, (2016)
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E. Ford, C. Bojechko, A. Kalet, M. Phillips, Validation of a multi-layered automatic detection system to improve quality and safety in radiotherapy, Radiother Oncol, 115, S534-S535, (2015)
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Kalet AM. Bayesian networks from ontological formalisms in radiation oncology. Diss., University of Washington; (2015)
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Bayesian network models for error detection in radiotherapy plans.
AM Kalet, JH Gennari, EC Ford, MH Phillips, Phys. Med. Biol. 60 (7) 2735, (2015)
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Development of a Probabilistic Model for Therapy Plan Error Checking.
MH Phillips, A Kalet, J Gennari, E Ford, International Journal of Radiation Oncology • Biology • Physics , 90 (1), S820-S821 (2014)
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SU-ET-51: Bayesian Network Models for Radiotherapy Error Detection.
A Kalet, M Phillips, J Gennari - Medical Physics, 41(6) 233 (2014)