Comparison of Coverage Probability Across Different Methods in hdPS Analysis.

<p>Comparison of Coverage Probability Across Different Methods in hdPS Analysis.</p>

محفوظ في:

التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Mohammad Ehsanul Karim (3234213) (author)
مؤلفون آخرون:	Yang Lei (136316) (author)
منشور في:	2025
الموضوعات:	Medicine Biotechnology Sociology Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified viable alternatives due using multivariate statistical traditional statistical approaches nutrition examination survey kitchen sink model dimensional propensity score traditional statistical methods machine learning methods compared methods including simpler approaches may fewer computational demands conclusion :</ b scenarios prioritizing precision methods :</ b results :</ b least reliable method exhibited higher bias outcome prevalence scenarios rare exposure scenarios consistently high bias simpler methods higher bias results highlight outcome prevalence computational efficiency rare outcome rare exposure enhance precision better precision minimizing bias low bias bias reduction various exposure systematically evaluate study aimed standard error specific characteristics se ), random forest national health less suited key metrics genetic algorithm ga ). frequent outcome frequent exposure forward selection elastic net competitive advantage balanced approach
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