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Machine Learning as a Catalyst for Value-Based Health Care
In this manuscript, we present an argument that machine learning, a subf...
05/15/2020 ∙ by Matthew G. Crowson, et al. ∙
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The importance of evaluating the complete automated knowledge-based planning pipeline
We determine how prediction methods combine with optimization methods in...
10/31/2019 ∙ by Aaron Babier, et al. ∙
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An Inverse Optimization Approach to Measuring Clinical Pathway Concordance
Clinical pathways outline standardized processes in the delivery of care...
06/06/2019 ∙ by Timothy C. Y. Chan, et al. ∙
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Automated Treatment Planning in Radiation Therapy using Generative Adversarial Networks
Knowledge-based planning (KBP) is an automated approach to radiation the...
07/17/2018 ∙ by Rafid Mahmood, et al. ∙
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Interior Point Methods with Adversarial Networks
We present a new methodology, called IPMAN, that combines interior point...
05/23/2018 ∙ by Rafid Mahmood, et al. ∙
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