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. 2025 Jan 6;8:11. doi: 10.1038/s41746-024-01405-0

Table 1.

Characteristics of included reviews

First author and year Type of review Focus Context Number of studies Number of participants Outcome(s) Target behavior(s) Inequality indicator(s) Digital intervention(s)
Arambepola 201622 systematic review and meta-analysis priority vs not priority patients 19 1155 effectiveness diet, physical activity, weight location text messages
Aslam 202057 systematic review only priority health promotion 10 383 effectiveness physical activity age smartphone apps; text messages; pedometers; smartwatches; wearables
Baer 202250 systematic review only priority health promotion 7 7655 engagement diet, physical activity age smartphone apps
Bennett 201451 systematic review only priority overweight/ obesity 6 4899 effectiveness weight race/ ethnicity computer, web, text, mobile phone, applications, email or related technologies.
Cavero-Redondo 202023 systematic review and meta-analysis priority vs not priority health promotion 20 2196 effectiveness weight age mHealth (web, PDA, smartphone)
Clark 202352 systematic review only priority overweight/ obesity 9 1606 effectiveness weight income computer, web, text message, telephone/mobile phone (including mobile applications), email, or related technologies
Cotie 201824 systematic review and meta-analysis both health promotion 60 8354 effectiveness physical activity, weight age, gender/ sex wearable healthand movement trackers; websites; smartphone applications; messaging services (i.e. text messaging, emails and voicemail); videogames or tele-health
D’Amore 202225 systematic review and meta-analysis only priority health promotion 18 3455 effectiveness physical activity age smart technology
Davies 201226 systematic review and meta-analysis priority vs not priority health promotion 34 11885 effectiveness physical activity age, gender/ sex web-based / emails
Dehghan Ghahfarokhi 202227 systematic review and meta-analysis priority vs not priority overweight/ obesity 26 2373 effectiveness physical activity age, gender/ sex wearables, smartphone apps
Duan 202128 systematic review and meta-analysis priority vs not priority patients 15 not reported effectiveness diet, physical activity age, gender/ sex web sites or pages, telephone counseling, text messaging
Enyioha 202253 systematic review only priority overweight/ obesity 7 942 effectiveness weight ethnicity cellular phone calls, text messaging, web-based applications or downloadable mobile apps
Franssen 202029 systematic review and meta-analysis both patients 35 2858 effectiveness physical activity age, gender/ sex wearable activity trackers
Gravesande 202359 scoping review only priority health promotion 18 715 engagement physical activity age videoconferencing systems, DVDs, videolinks, videos streamed through websites
Hodkinson 202262 individual patient data meta-analysis priority vs not priority patients 9 1481 effectiveness physical activity gender/ sex, age, ethnicity wearable trackers
Jahangiry 201719 systematic review and meta-analysis priority vs not priority health promotion 22 30951 effectiveness physical activity age web-based interventions
Jahangiry 202130 systematic review and meta-analysis priority vs not priority overweight/ obesity 8 779 effectiveness weight age web-based interventions
Jonkman 201858 systematic review only priority health promotion 12 1208 effectiveness physical activity age used a computer, tablet, smartphone, or smartwatch
Joseph 201954 systematic review only priority health promotion 10 not reported effectiveness physical activity race/ ethnicity, gender/ sex mobile phone or smartphone, social media platform, Internet-based website, e-mail, or text messaging
Kodama 201231 systematic review and meta-analysis priority vs not priority overweight/ obesity 23 8697 effectiveness weight age, gender/ sex web-based programs
Kwan 202018 systematic review with meta-analysis only priority health promotion 38 11194 effectiveness physical activity age using any forms of electronic devices, the internet, and related digital technology
Lau 202032 systematic review and meta-analysis priority vs not priority overweight/ obesity 15 5816 effectiveness weight age internet, apps, SMS, email or smartphone.
Lau 202441 systematic review and meta-analysis priority vs not priority overweight/ obesity 46 19670 effectiveness diet age, gender/ sex mobile applications (apps), websites, web-based programs, text messaging, technology-based systems, social media, wearable devices, video calls, phone calls, emails.
Leonard 202142 systematic review and meta-analysis only priority health promotion 21 6265 effectiveness diet, physical activity, weight gender/ sex websites, wearables, smartphone, digital scales
Liu 202017 systematic review and meta-analysis only priority health promotion 10 1035 effectiveness physical activity age wearable activity tracker
Livingstone 202355 systematic review priority vs not priority health promotion 30 13365 effectiveness diet age, location smartphone apps, text messages, websites, phone calls, emails
McMahon 202133 systematic review and meta-analysis only priority health promotion 9 1329 effectiveness weight gender/ sex mobile phones, computers, laptops, tablets
Myers-Ingram 202356 systematic review only priority overweight/ obesity 4 373 effectiveness physical activity, weight income, education, occupation/ employment web-based, mobile applications, text, social media or other related modalities
Nunez de Arenas-Arroyo 202134 systematic review and meta-analysis only priority health promotion 19 4937 effectiveness physical activity age websites, virtual agents, phone calls, text messages, smartphone apps, wearables
Oliveira 202043 systematic review and meta-analysis only priority health promotion 23 2766 effectiveness physical activity age wearable activity tracker
Patterson 202144 systematic review and meta-analysis priority vs not priority patients 19 1543 effectiveness physical activity age smartphone apps
Peng 202345 systematic review and meta-analysis priority vs not priority patients 25 2400 effectiveness physical activity age wearables with / without apps and web platforms
Qiu 201835 systematic review and meta-analysis priority vs not priority patients 15 1316 effectiveness physical activity age, gender/ sex step-counters
Rhodes 202046 systematic review and meta-analysis only priority health promotion 11 3280 effectiveness weight, physical activity gender/ sex digital interventions
Schepens Niemiec 202260 ccoping review only priority health promotion 13 1464 effectiveness physical activity age mobile phones, patient-monitoring devices, personal digital assistants, and other wireless devices for physical activity promotion
Seo 201536 systematic review and meta-analysis priority vs not priority health promotion 31 8442 effectiveness weight age, gender/ sex internet-based interventions
Sequí-Domínguez 202047 systematic review and meta-analysis priority vs not priority patients 9 709 effectiveness weight age, gender/ sex website, videoconferencing, smartphone apps
Sherifali 201737 systematic review and meta-analysis only priority health promotion 10 557 effectiveness diet, physical activity,aeight gender/ sex common eHealth technologicalelements such as text messaging or website support.
Szinay 20239 systematic review priority vs not priority health promotion 16 290039 uptake, engagement, effectiveness diet, physical activity,weight age, education, ethnicity/ race, gender/ sex, income, location, occupation/ employment smartphone, PDA, or wearable, without any intervention components being delivered face-to-face or using other digital tools such as computers or websites
Teo 202348 systematic review and meta-analysis priority vs not priority patients 17 293 effectiveness physical activity, weight age wearables
Trumpf 202363 scoping review only priority patients 17 827 engagement physical activity age pedometers, accelerometers, or smartphones
Wong 202238 systematic review and meta-analysis priority vs not priority overweight/ obesity 31 5361 effectiveness weight Location, age wearable devices, including accelerometers, pedometers, tailored wearable systems
Wu 202349 systematic review and meta-analysis only priority health promotion 45 7144 effectiveness physical activity age wearables
Yang 202261 scoping review priority vs not priority health promotion 54 34615 engagement physical activity, weight gender/ sex, age, education smartphones, smartwatches, PDAs, wristbands, and other wireless technologies
Yen 201939 systematic review and meta-analysis priority vs not priority health promotion 19 2292 effectiveness weight age wearable technologies
Yerrakalva 201940 systematic review and meta-analysis only priority health promotion 6 486 effectiveness physical activity age wearable trackers; smartphone apps