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Table 1 Characteristics of included studies

From: The Effect of Physical Activity Interventions Comprising Wearables and Smartphone Applications on Physical Activity: a Systematic Review and Meta-analysis

Study

Population

N (randomized)/mean age (years)/sex (% female)

Intervention

Behaviour change techniques

Duration of intervention

Control

Li et al. [43]

Patients with knee osteoarthritis, > 50 years of age

34/55.5/82

Individualized PA goals

Group education session and weekly telephone counselling by a physiotherapist

Fitbit Flex activity tracker synchronized with an online dashboard

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

1 month

Waiting list (same intervention with 1-month delay)

Lyons et al. [44]

Overweight, inactive adults, aged 55–79 years

40/61.5/85

Daily and weekly step goals

Instruction visit and weekly telephone counselling

Jawbone Up24 and jawbone UP app

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

12 weeks

Waiting list (full intervention after final assessment)

Bickmore et al. [36]

Community-dwelling inactive adults, ≥ 65 years of age

263/71.3/61

Individualized short- and long-term PA goals

Wearing pedometer

ECA (computer-animated virtual exercise coach) on a tablet for 2 months

ECA access in clinic waiting room for the following 10 months

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

12 months (2 months intervention phase + 10 months maintenance phase)

Wearing pedometer

Allen et al. [35]

Overweight adults, aged 21–65 years

34/44.9/78

PA goal of ≥ 150 min/week of MVPA

Intensive counselling

Lose it! weight loss application

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

6 months

Intensive counselling

Demeyer et al. [37]

COPD patients, > 40 years of age, smoking history ≥ 10 pack-years, stable or having an exacerbation in the last month

343/67/36

Individualized daily PA (step) goals

Introduction visit, brochure and booklet containing home exercises

Weekly group text message

Fitbug Air step counter with Fitbug application and a project-tailored Proactive Linkcare coaching application

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

12 weeks

Usual care (standard leaflet explaining the importance of PA, information about PA recommendations)

Shin et al. [49]

Overweight Korean male university students, aged 19–45 years

70/27.8/0

Individualized PA goal to lose weight

Brief education sessions on diet and exercise and education materials

Fitmeter accelerometer and accompanying smartphone application (customized for the intervention)

Self-monitoring

Intention formation

Specific goal setting

12 weeks

Brief education sessions on diet and exercise and education materials

Recio-Rodriguez et al. [47]

Adults, ≤ 70 years of age, from Spanish primary care centres

833/51.9/62

Standardized counselling in PA and the Mediterranean diet

EVIDENT II mobile phone app (designed for this study)

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

3 months

Standardized counselling

Uhm et al. [50]

Patients, aged 20–70 years, who completed primary breast cancer treatment

356/50.3/100

PA goal of ≥ 150 min/week of MVPA

Home-based exercise programme

Smart After Care exercise application and pedometer

Self-monitoring

Intention formation

Feedback on performance

12 weeks

PA goal of ≥ 150 min/week of MVPA

Home-based exercise programme

Exercise brochure

Glynn et al. [39]

Primary care patients

90/44.1/64

PA goal of 10,000 steps/day

Accupedo Pro Pedometer App

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

8 weeks

PA goal of 30 min walking/day

Fukuoka et al. [38]

Overweight, inactive adults, ≥ 35 years of age, at risk for diabetes

61/55.2/77

Long-term PA goal of 12,000 steps/day

In-person sessions

Pedometer and Mobile phone-based Diabetes Prevention Program (mDPP) mobile app

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

5 months

Wore pedometer, displaying step count

Safran Naimark et al. [48]

Healthy adults interested in a healthy lifestyle

99/47.9/64

Presentation on healthy lifestyle

eBalance application to promote a healthy lifestyle

Self-monitoring

Intention formation

Feedback on performance

14 weeks

Presentation on a healthy lifestyle

Martin et al. [45]

Adults visiting a cardiovascular disease prevention centre

32/58.0/46

PA goal of 10,000 steps/day

First phase of unblinded digital activity tracking with Fitbug app

Second phase with three automated, personalized, smartphone-delivered coaching messages per day

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

4 weeks (2 weeks phase 1 and 2 weeks phase 2)

Blinded digital activity tracking

Walsh et al. [52]

Young adults, aged 17–26 years, using a mobile phone

58/20.5/73

PA goal of 10,000 steps/day

Information regarding the benefits of exercise

Accupedo-Pro Pedometer App and accompanying pedometer

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

5 weeks

Education regarding PA goal of 30 min walking/day and benefits

Hartman et al. [41]

Middle-aged and older overweight women with elevated breast cancer risk

55/59.5/100

Weight loss intervention with MyFitnessPal and Fitbit app

PA goal of ≥ 150 min/week of MVPA

Twelve standardized coaching calls

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

6 months

Usual care (dietary guidelines)

Two brief calls

Harries et al. [40]

Healthy males, aged 22–40 years

110/NA/0

Smartphone app recording steps and providing feedback

Motivational text messages

Self-monitoring

Intention formation

Feedback on performance

6 weeks (plus 2 weeks run-in)

Carries smartphone to record steps with a built-in accelerometer

Vorrink et al. [51]

Patients with COPD, GOLD stage 2 or 3, ≥ 40 years of age

183/63.0/50

Individualized PA goal

Smartphone application and built-in accelerometer

Website for physiotherapist to monitor patient and provide feedback

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

12 months

Usual care

King et al. [42]

Underactive adults, ≥ 45 years of age, with no prior smartphone experience

49/60.0/75

Daily PA goal of 30 min/day of MVPA

Smartphone app recording steps and providing feedback

Self-monitoring

Intention formation

Specific goal setting

Feedback on performance

Review of behaviour goals

8 weeks

Non-physical, diet-tracking control app (Calorific)

Paul et al. [46]

Stroke survivors

24/56.0/52

Individualized PA step goals, increased during the intervention period

STARFISH smartphone app

Extra research centre visit

Self-monitoring

Specific goal setting

Feedback on performance

Review of behaviour goals

6 weeks

Usual care (wore ActivPAL before start intervention and during last week)

  1. COPD chronic obstructive pulmonary disease, ECA computer-animated virtual exercise coach, GOLD Global Initiative for Chronic Obstructive Lung Disease, MVPA moderate-to-vigorous physical activity, PA physical activity