Importance Despite the potential of machine learning to improve multiple aspects of patient
care, barriers to clinical adoption remain. Randomized clinical trials (RCTs) are often a …

Background: With a growing focus on patient interaction with health management, mobile
apps are increasingly used to deliver behavioral health interventions. The large variation in …

Background Globally, mobile phones have achieved wide reach at an unprecedented rate,
and mobile phone apps have become increasingly prevalent among users. The number of …

Background The just-in-time adaptive intervention (JITAI) is an intervention design aiming to
provide the right type/amount of support, at the right time, by adapting to an individual's …

Objective To review published empirical literature on the use of smartphone-based passive
sensing for health and wellbeing. Material and methods A systematic review of the English …

Importance Lower back pain (LBP) is a prevalent and challenging condition in primary care.
The effectiveness of an individually tailored self-management support tool delivered via a …

A systematic review and meta‐analysis were conducted to assess the effectiveness of app‐
based mobile interventions for improving nutrition behaviours and nutrition‐related health …

This study investigated the features and usefulness of mobile app-based health promotion
programs for the general population. A comprehensive bibliographic search of studies on …

Background Progress in mobile health (mHealth) technology has enabled the design of just-
in-time adaptive interventions (JITAIs). We define JITAIs as having three features …

Background Health and fitness applications (apps) have gained popularity in interventions
to improve diet, physical activity and sedentary behaviours but their efficacy is unclear. This …