IBM Journal of Research and Development · 2012 · 15 citations · 48 references
MedicineBiomedical InformaticsHealth InformaticsClinical Decision SupportComparative Effectiveness ResearchEvidence-based PracticeCase AnalysisClinical Decision-makingClinical ReasoningComparative Effectiveness AssessmentDecision Support In HealthcareEvidence-based MedicineCase-based Decision MakingCase-based Decision SupportCase-based ReasoningCase-based Reasoning SupportEffectiveness ResearchPersonalized Treatment RecommendationPersonalized Treatment SelectionReal-world Evidence Sources
A medical case, as defined by the medical field, is the fundamental building block of medical knowledge. We combine the concept of medical case with indirect evidence from similar patients so as to enable the performance of CER (comparative effectiveness research) treatment comparisons for personalization of medical care. We propose that the vehicle by which this goal is achieved is provided by the integration of case-based reasoning and CER considerations. We discuss the challenges involved and propose a roadmap for creating scientifically sound real-world evidence for assisting personalized treatment decisions.
48
Bradley Efron, Trevor Hastie, Iain M. Johnstone et al. · The Annals of Statistics · 2004 · 9.5K citations · Full text
Wrappers for feature subset selection
Ron Kohavi, George H. John · Artificial Intelligence · 1997 · 8.9K citations