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  1. Article

    Open Access

    Diagnostic accuracy of symptoms for an underlying disease: a simulation study

    Symptoms have been used to diagnose conditions such as frailty and mental illnesses. However, the diagnostic accuracy of the numbers of symptoms has not been well studied. This study aims to use equations and ...

    Yi-Sheng Chao, Chao-Jung Wu, Yi-Chun Lai, Hui-Ting Hsu, Yen-Po Cheng in Scientific Reports (2022)

  2. Article

    Open Access

    Using syndrome mining with the Health and Retirement Study to identify the deadliest and least deadly frailty syndromes

    Syndromes are defined with signs or symptoms that occur together and represent conditions. We use a data-driven approach to identify the deadliest and most death-averse frailty syndromes based on frailty sympt...

    Yi-Sheng Chao, Chao-Jung Wu, Hsing-Chien Wu, Hui-Ting Hsu in Scientific Reports (2020)

  3. Article

    Open Access

    Composite diagnostic criteria are problematic for linking potentially distinct populations: the case of frailty

    Composite diagnostic criteria are common in frailty research. We worry distinct populations may be linked to each other due to complicated criteria. We aim to investigate whether distinct populations might be ...

    Yi-Sheng Chao, Chao-Jung Wu, Hsing-Chien Wu, Hui-Ting Hsu in Scientific Reports (2020)