AI Medical Compendium Topic

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Therapeutics

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Optimal treatment assignment to maximize expected outcome with multiple treatments.

Biometrics
When there is substantial heterogeneity of treatment effectiveness, it is crucial to identify individualized treatment assignment rules for comparative treatment selection. Traditional approaches directly model clinical outcome and define optimal tre...

Enabling Technologies for Personalized and Precision Medicine.

Trends in biotechnology
Individualizing patient treatment is a core objective of the medical field. Reaching this objective has been elusive owing to the complex set of factors contributing to both disease and health; many factors, from genes to proteins, remain unknown in ...

Estimating tree-based dynamic treatment regimes using observational data with restricted treatment sequences.

Biometrics
A dynamic treatment regime (DTR) is a sequence of decision rules that provide guidance on how to treat individuals based on their static and time-varying status. Existing observational data are often used to generate hypotheses about effective DTRs. ...