Development of a Healthcare Information System for Community Care of Older Adults and Evaluation of Its Acceptance and Usability.

Objective: The need for health and social care for community-dwelling elderly is on the rise as the population ages. Through the provision of comprehensive services by multiple professionals in local communities, elderly people can receive continual care in a non-medical setting, which is favorable for early detection and intervention of potential problems. However, the lack of digitalization in primary care affects the effectiveness of the services and precludes full exploitation of the data.

Enhancement of prostate cancer diagnosis by machine learning techniques: an algorithm development and validation study.

Background: To investigate the value of machine learning(ML) in enhancing prostate cancer(PCa) diagnosis.

Methods: Consecutive systematic prostate biopsies performed from Jan 2003-June 2017 were used as the training cohort, and prospective biopsies performed from July 2017-November 2019 were used as validation cohort. Men were included if PSA was 0.