AIMC Topic: Treatment Failure

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A mathematical framework for virtual IMRT QA using machine learning.

Medical physics Jul 1, 2016
PURPOSE: It is common practice to perform patient-specific pretreatment verifications to the clinical delivery of IMRT. This process can be time-consuming and not altogether instructive due to the myriad sources that may produce a failing result. The...
Humans Machine Learning Neoplasms Regression Analysis Radiotherapy Planning, Computer-Assisted Quality Assurance, Health Care Radiotherapy Dosage Radiotherapy, Intensity-Modulated Treatment Failure Radiometry
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Super Learner Analysis of Electronic Adherence Data Improves Viral Prediction and May Provide Strategies for Selective HIV RNA Monitoring.

Journal of acquired immune deficiency syndromes (1999) May 1, 2015
OBJECTIVE: Regular HIV RNA testing for all HIV-positive patients on antiretroviral therapy (ART) is expensive and has low yield since most tests are undetectable. Selective testing of those at higher risk of failure may improve efficiency. We investi...
Humans Artificial Intelligence Decision Support Techniques Prospective Studies Female Adult Male Middle Aged HIV Infections Anti-HIV Agents Cohort Studies Longitudinal Studies Drug Monitoring RNA, Viral Treatment Failure Assessment of Medication Adherence
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