Table 1 Characteristics of included studies.

From: Standalone smartphone apps for mental health—a systematic review and meta-analysis

Author year

Sample size included in review

Target outcome

Study inclusion

Participants Female: % (N)Age: M (SD)

Control group (active/inactive) Short description

Post-assessment period

Follow-up

Framework

Outcome

Arean 201653

Total: 626

IG 1: 209

IG 2: 211

CG: 206

Depression

PHQ > 9, PHQ item 10 > 2

79% (494)

33.95 (11.84)

Inactive: Control app health tips

4-week

8-week, 12-week

IG 1: cognitive control

IG 2: problem-solving therapy

Depression: PHQ-9

BinDhim 201854

Total: 648

IG: 342

CG: 342

Smoking

Daily cigarette smokers

55% (340)

28.3 (10)

Inactive: Control app information

4-week

3-month, 6-month

Decision aid (psychoeducation, quit date)

Smoking: 30 day smoking abstinence

Birney 201655

Total: 199

IG: 99

CG: 100

Depression

10 ≤ PHQ ≥ 19

76% (231)a

40.65 (11.35)a

Inactive: Alternative care + WLC

6-week

10 weeks

CBT

Mindfulness

Positive psychology

Depression: PHQ-9

Clarke 201625

Total: 36

IG: 18

CG: 18

Insomnia

PSQI ≥ 4

75% (18)

19.11 (2.51)

Inactive: Control app sham

8 days

No

Attention bias modification

Sleeping problems: PSQI & APSQ

Dar 201756

Total: 40

IG: 20

CG: 20

Smoking

At least 5 cigarettes a day

22.5% (9) np

Inactive: WLC

4-week

No

Behavioral modification: monitoring & feedback

Smoking: Cigarettes per day

Enock 201457

Total: 326

IG 1: 158

CG 1: 27

CG 2: 141

Social anxiety

SIAS ≥ 35b

47.8% (205)

34.8 (11.4)

Inactive: CG1 WLC

CG2 sham

Mean of first 5 assessments

1-month & 2-month FU in IGs

Attention bias modification

Social anxiety: SIAS & LSAS

Depression:

DASS & PSWQ

Franklin 2016 Study 122

Total: 114

IG: 59

CG: 55

Self-injury & suicidal ideation

Two or more episodes of self-cutting in past month

80.7% (92)

23.02 (5.47)

Inactive: Control app

4-week

No

Therapeutic evaluative conditioning

Self-Injurious Thoughts and Behaviors:

Non-suicidal self-injury episodes & self-cutting episodes

Suicidal ideation

Franklin 2016 Study 222

Total: 131

IG: 62

CG: 69

Self-injury & suicidal ideation

Two or more episodes of self-cutting in past month

84.05% (110)

22.91 (4.99)

Inactive: Control app

4-week

No

Therapeutic evaluative conditioning

Self-Injurious Thoughts and Behaviors:

Non-suicidal self-injury episodes & self-cutting episodes

Suicidal ideation

Franklin 2016 Study 322

Total: 163

IG: 78

CG: 85

Self-injury & suicidal ideation

At least one suicidal behavior

within the past year

58.89% (96)

24.5 (6.61)

Inactive: Control app

4-week

No

Therapeutic evaluative conditioning

Self-Injurious Thoughts and Behaviors:

Non-suicidal self-injury episodes & self-cutting episodes

Suicidal ideation

Gajecki 201458

Total: 983

IG 1: 341

IG 2: 153

CG: 489

Drinking

AUDIT ≥ 6 for women and ≥8 for men

51.7% (1001)c

24.72 (4.81)c

Inactive: No-treatment control

7-week

No

IG 1: theory of planned behavior monitoring & feedback, IG 2: monitoring & feedback, simulation of drinking events

Substance use: alcohol

binge occasions, frequency, quantity

Horsch 201726

Total: 151

IG: 74

CG: 77

Insomnia

Diagnosis of insomnia & ISI ≥ 7

62.3% (94)

39.66 (13.44)

Inactive:

WLC

7-week

3 months in IG

CBT

Sleeping problems:

ISI & PSQI

Depression:

CES-D

Anxiety:

HADS

Hur 201859

Total: 34

IG: 17

CG: 17

Depression

DSM-5 diagnosis for Other Specified Depressive

Disorder

88.24% (30)

23.71 (3.26)

Inactive: Mood chart control group

3-week

No

CBT

Depression: BDI-II

Anxiety: STAI-X2

Kuhn 201760

Total: 120

IG: 62

CG: 58

Posttraumatic stress

PCL ≥ 35

69.17% (83)

39.28 (np)

Inactive: WLC

12-week

6 months in IG

CBT Symptom monitoring

PTSD: PCL-C

Depression:

PHQ-8

Miner 201624

Total: 49

IG: 25

CG: 24

Posttraumatic stress

PCL ≥ 25

72% (40)

45.7 (13.9)

Inactive:

WLC

4-week

2 months in IG

CBT

Symptom monitoring

PTSD: PCL-C

Pham 201661

Total: 63

IG: 31

CG: 32

Anxiety

ASI-3 > 15 & OASIS > 7 & GAD-7 > 5

50.8% (32) np

Inactive: WLC + information

4-week

No

Breathing retraining

Anxiety: GAD-7 & PDSS-SR

Roepke 201562

Total: 283

IG 1: 93

IG 2: 97

CG: 93

Depression

CES-D > 15

69.9% (197)

40.15 (12.4)

Inactive: WLC

4-week

6-week

IG 1: CBT &

Positive psychotherapy

IG 2: CBT & acceptance-based therapy

Depression:

CES-D

Anxiety: GAD-7

Stolz 201863

Total: 90

IG: 60

CG: 30

Social anxiety

SPS > 22 or SIAS > 33 and SKID diagnosis social anxiety

65.56% (59)

34.87 (np)

Inactive: WLC

12-week

6-month

CBT

Social anxiety: SPS & SIAS & LSAS

Depression: BDI-II

Tighe 201764

Total: 61

IG: 30

CG: 31

Suicidal ideation

PHQ-9 > 10, K10 > 24 & had suicidal thoughts in the previous 2 weeks

63.93% (39)

26.25 (8,13)

Inactive: WLC

6-week

12-week

Acceptance-based therapy

Suicidal ideation: DSI-SS

Depression: PHQ-9

Witkiewitz 201465

Total: 94

IG 1: 32

(IG 2: 33)d

CG: 29

Drinking & smoking

At least

one episode of heavy drinking (5/4 drinks per occasion for men/women) in the past 2 weeks and reported concurrent smoking and drinking at least once a week

27.7% (26)

20.5 (1.7)

Inactive: No-treatment control

1-month

no

Mindfulness

Substance use: daily drinking & daily smoking

  1. np not provided
  2. aBased on total study sample size: N = 300
  3. bCut-off SIAS ≥ 35 applied in analysis, gender and age reported on total study sample (N = 429)
  4. cGender and age refer to complete study sample of N = 1932
  5. dNot analyzed in this study