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. 2025 Aug 22;14:e69640. doi: 10.2196/69640

Table 1. Basic information of included studies.

Author Year of publication Country Study design Participants Sample size Theory
Norman [15] 2005 Canada RCTa Teenagers 1389 N/Ab
Xie [16] 2011 United States Quasi-experimental Older people (aged ≥60 years) 124 N/A
Xie [17] 2011 United States Quasi-experimental Older people (aged ≥60 years) 146 N/A
Xie [18] 2012 United States Quasi-experimental Older people (aged ≥60 years) 146 N/A
Mitsuhashi [19] 2018 Japan RCT Adults (aged 20–59 years) 282 N/A
Carroll et al [20] 2019 United States RCT Persons living with HIV 360 Capability, Opportunity, Motivation, and Behavior model
Nokes and Reyes [21] 2019 United States Quasi-experimental Persons living with HIV 100 N/A
Nahm et al [22] 2019 United States RCT Older adults with chronic illnesses (aged ≥50 years) 272 Self-efficacy theory
Redfern et al [23] 2020 Australia RCT Patients with or at risk of cardiovascular disease 891 N/A
Lotto et al [24] 2020 Brazil RCT Parents of low socioeconomic preschoolers 208 N/A
Güvenc et al [25] 2020 Turkey RCT Youth with epilepsy and parents 70 N/A
Hyman et al [26] 2020 Canada Quasi-experimental Intermediate elementary students 245 N/A
Xu [27] 2021 China Quasi-experimental Patients with systemic lupus erythematosus 41 N/A
Jiang [28] 2021 China Quasi-experimental Patients with hypertension 60 Health as expanding consciousness theory
Guo [29] 2021 China Quasi-experimental High-risk population for stroke 229 Ecology of Health, Self-Determination Theory
Sanders et al [30] 2021 United States RCT Persons living with HIV 359 N/A
Zhou [31] 2022 China Quasi-experimental Postpartum women 152 N/A
Li [32] 2022 China Quasi-experimental Patients with nonalcoholic fatty liver disease 114 Behavior Change Wheel theory
Alt et al [33] 2022 Israel Quasi-experimental Undergraduate students (third year) 113 N/A
Chang et al [34] 2022 South Korea Quasi-experimental Older people (aged ≥65 years) 46 IMBc theory
Spindler et al [35] 2022 Denmark RCT Patients with heart failure 97 N/A
Parker et al [36] 2022 Australia RCT Patients with overweight and obesity attending primary care 215 N/A
Liu [37] 2023 China Quasi-experimental Women at high risk of primary osteoporosis 80 Health Promotion Model
Yang [38] 2023 China Quasi-experimental Older hospitalized patients with coronary heart disease (aged ≥60 years) 82 IMB theory
Yu [39] 2023 China RCT Young and middle-aged patients with stroke (aged 18–54 years) 58 Transactional Model of eHealth Literacy
Dimitri et al [40] 2023 Australia Quasi-experimental Health care professionals 31 N/A
Son and Han [41] 2023 South Korea Cluster randomized controlled trial Multicultural families with young children 101 ADDIEd model
Roh and Won [42] 2023 South Korea Quasi-experimental Female college students 120 N/A
Son and Kim [43] 2023 South Korea Quasi-experimental Patients with heart failure 26 ADDIE model
Vazquez et al [44] 2023 United States Quasi-experimental Older people (aged ≥60 years) 466 N/A
Guo et al [45] 2023 China Quasi-experimental Patients with diabetes 132 N/A
Son et al [46] 2023 South Korea Quasi-experimental Patients with heart failure 100 IMB theory
Kang and You [47] 2023 South Korea Quasi-experimental Parents with children younger than 6 years of age 61 N/A
Hu [48] 2024 China Quasi-experimental Older patients with stroke (aged ≥60 years) 76 Information ecology theory
Intarakamhang et al [49] 2024 Thailand Quasi-experimental working-age people with risk factors for noncommunicable diseases 200 N/A
a

RCT: randomized controlled trial.

b

N/A: not applicable.

c

IMB: Information-Motivation-Behavioral Skills.

d

ADDIE: Analysis, Design, Development, Implementation, and Evaluation.