Keith Brazendale, Michael W Beets, R Glenn Weaver, Michelle W Perry, Emily B Tyler, Ethan T Hunt, Lindsay Decker, Jean-Philippe Chaput
Comparing measures of free-living sleep in school-aged children
Sleep medicine
robust data normalization analysis pivotal biomedical research ensure observed differences populations directly attributable target variable rather disparities control study groups arshive addresses challenge using advanced algorithms normalize populations eg control study groups perform statistical evaluations demographic clinical variables within biomedical datasets resulting balanced unbiased analyses tools functionality extends comprehensive data reporting elucidates effects data processing maintaining dataset integrity additionally arshive complemented ada autonomous digital assistant employs openais gpt4 model assist researchers inquiries enhancing decisionmaking process proofofconcept study tested arshive three different datasets derived proprietary data demonstrating effectiveness managing complex clinical therapeutic information highlighting versatility diverse research fields