Table 4 Results of mixed-effects logistic regressions investigating selection homophily effects: (1) for friendship nominations at baseline; (2) for adding friends between baseline and follow-up; or (3) for dropping friends between baseline and follow-up.

From: Selection homophily and peer influence for adolescents’ smoking and vaping norms and outcomes in high and middle-income settings

Outcomes

Time-point

(1) Baseline friend nominations

(2) Adding friends from the school year group

(3) Dropping friends from the school year group

  

Original scale

Re-scaled (0–10)

ICCc

Original scale

Re-scaled (0–10)

ICCc

Original scale

Re-scaled (0–10)

ICCc

  

n

OR (SE)a

p-value

OR (SE)b

n

OR (SE)a

p-value

OR (SE)b

n

OR (SE)a

p-value

OR (SE)b

Experiment Part 2: Injunctive norms for smoking/vaping (−1 = “extremely socially inappropriate” to+1 = “extremely socially appropriate”).

P2S2

t = base

106,804

0.99 (0.04)

0.78

0.998 (0.008)

0.015

99,869

0.81 (0.07)

0.01

0.96 (0.02)

0.081

6935

0.78 (0.08)

0.02

0.95 (0.02)

0.140

t = fu

 

100,298

0.91 (0.06)

0.20

0.98 (0.01)

0.079

6858

0.86 (0.08)

0.10

0.97 (0.02)

0.130

P2S3

t = base

106,644

0.98 (0.04)

0.55

0.995 (0.008)

0.015

99,723

0.93 (0.06)

0.29

0.99 (0.01)

0.083

6921

1.04 (0.09)

0.68

1.007 (0.02)

0.142

t = fu

 

100,455

1.04 (0.07)

0.52

1.009 (0.01)

0.080

6865

1.12 (0.10)

0.21

1.02 (0.02)

0.132

P2S4

t = base

106,804

0.99 (0.03)

0.77

0.998 (0.006)

0.015

99,869

0.94 (0.05)

0.30

0.99 (0.01)

0.082

6935

1.01 (0.07)

0.89

1.002 (0.01)

0.142

t = fu

 

100,087

0.96 (0.06)

0.51

0.99 (0.01)

0.080

6847

1.14 (0.09)

0.12

1.03 (0.02)

0.130

P2S5

t = base

106,804

0.94 (0.03)

0.07

0.99 (0.007)

0.015

99,869

0.90 (0.06)

0.08

0.98 (0.01)

0.082

6935

1.17 (0.08)

0.04

1.03 (0.02)

0.142

t = fu

 

100,455

0.94 (0.06)

0.32

0.99 (0.01)

0.080

6865

1.19 (0.09)

0.02

1.04 (0.02)

0.132

P2S6

t = base

106,478

0.92 (0.03)

0.02

0.98 (0.007)

0.015

99,578

0.93 (0.05)

0.20

0.99 (0.01)

0.083

6900

0.88 (0.06)

0.07

0.97 (0.01)

0.145

t = fu

 

100,061

0.94 (0.06)

0.30

0.99 (0.01)

0.081

6847

0.999 (0.07)

0.99

0.9998 (0.01)

0.132

P2S7

t = base

106,804

0.81 (0.03)

<0.001f

0.96 (0.007)

0.015

99,869

0.84 (0.05)

0.004

0.97 (0.01)

0.082

6935

0.98 (0.07)

0.75

0.995 (0.01)

0.142

t = fu

 

100,298

0.94 (0.06)

0.30

0.99 (0.01)

0.080

6858

1.31 (0.10)

0.001

1.06 (0.02)

0.129

P2S8

t = base

106,804

0.82 (0.03)

<0.001f

0.96 (0.007)

0.015

99,869

0.73 (0.05)

<0.001f

0.94 (0.01)

0.082

6935

1.01 (0.08)

0.89

1.002 (0.02)

0.142

t = fu

 

100,455

0.82 (0.05)

0.001

0.96 (0.01)

0.080

6865

0.97 (0.08)

0.74

0.99 (0.02)

0.132

P2S9

t = base

106,804

0.92 (0.04)

0.04

0.98 (0.008)

0.015

99,869

0.89 (0.06)

0.05

0.98 (0.01)

0.082

6935

0.95 (0.08)

0.56

0.99 (0.02)

0.142

t = fu

 

100,298

0.90 (0.06)

0.14

0.98 (0.01)

0.080

6858

1.16 (0.10)

0.08

1.03 (0.02)

0.134

Experimental injunctive norms scale (average P2S2–P2S9)

t = base

106,318

0.80 (0.05)

0.001

0.96 (0.01)

0.015

99,432

0.66 (0.08)

0.001

0.92 (0.02)

0.082

6886

0.95 (0.13)

0.71

0.99 (0.03)

0.144

t = fu

 

99,387

0.82 (0.09)

0.06

0.96 (0.02)

0.079

6815

1.32 (0.19)

0.05

1.06 (0.03)

0.131

Experiment Part 3: Descriptive norms for smoking/vaping (−1 = “none of my peers” to +1 = “all of my peers”).

P3Q1

t = base

106,804

0.84 (0.03)

<0.001f

0.97 (0.006)

0.014

99,869

0.89 (0.04)

0.03

0.98 (0.01)

0.081

6935

1.06 (0.07)

0.35

1.01 (0.01)

0.143

t = fu

 

100,455

0.96 (0.04)

0.34

0.99 (0.009)

0.080

6865

1.20 (0.07)

0.002

1.04 (0.01)

0.132

P3Q2

t = base

106,644

0.85 (0.02)

<0.001f

0.97 (0.006)

0.014

99,712

0.98 (0.05)

0.69

0.996 (0.009)

0.082

6932

1.02 (0.06)

0.75

1.004 (0.01)

0.143

t = fu

 

100,455

0.93 (0.04)

0.11

0.99 (0.009)

0.080

6865

1.19 (0.07)

0.003

1.04 (0.01)

0.133

Experimental descriptive norms scale (average P3Q1−P3Q2)

t = base

106,644

0.82 (0.03)

<0.001f

0.96 (0.007)

0.014

99,712

0.94 (0.05)

0.25

0.99 (0.01)

0.081

6932

0.99 (0.07)

0.87

0.998 (0.01)

0.142

t = fu

 

100,455

0.93 (0.05)

0.17

0.99 (0.01)

0.080

6865

1.18 (0.08)

0.009

1.03 (0.01)

0.133

Experiment Part 4: Willingness to pay to support anti-smoking norms (Donations to ASSIST/Dead Cool; 0 = “0 tokens donated” to 10 = “10 tokens donated”)

Donation to ASSIST/Dead Cool

t = base

106,640

0.97 (0.006)

<0.001f

0.97 (0.006)

0.016

99,718

0.97 (0.009)

0.006

0.97 (0.009)

0.083

6922

0.999 (0.01)

0.91

0.999 (0.01)

0.143

t = fu

 

100,218

0.98 (0.01)

0.03

0.98 (0.01)

0.080

6854

1.02 (0.01)

0.15

1.02 (0.01)

0.131

Self-report injunctive smoking norms (2 = “think(s) that I definitely should smoke” to +2 = “think(s) that I definitely should not smoke”).

IN1

t = base

113,380

0.96 (0.02)

0.02

0.98 (0.007)

0.017

106,099

1.0009 (0.03)

0.98

1.0004 (0.01)

0.082

7281

1.06 (0.04)

0.11

1.02 (0.01)

0.139

t = fu

 

105,871

0.998 (0.02)

0.92

0.999 (0.01)

0.081

7263

1.06 (0.03)

0.06

1.02 (0.01)

0.135

IN2

t = base

113,642

0.92 (0.02)

0.001

0.97 (0.01)

0.017

106,348

1.04 (0.05)

0.34

1.02 (0.02)

0.081

7294

1.07 (0.06)

0.28

1.03 (0.02)

0.139

t = fu

 

105,952

0.99 (0.04)

0.75

0.995 (0.01)

0.080

7276

1.10 (0.05)

0.04

1.04 (0.02)

0.133

IN3

t = base

113,320

0.94 (0.01)

<0.001f

0.98 (0.006)

0.016

106,056

0.995 (0.03)

0.86

0.998 (0.01)

0.081

7264

1.13 (0.04)

0.001

1.05 (0.01)

0.134

t = fu

 

105,786

1.01 (0.02)

0.54

1.006 (0.01)

0.080

7266

1.09 (0.03)

0.007

1.03 (0.01)

0.134

IN4

t = base

113,044

0.97 (0.01)

0.05

0.99 (0.005)

0.017

105,786

1.008 (0.02)

0.72

1.003 (0.009)

0.082

7258

1.04 (0.03)

0.23

1.01 (0.01)

0.140

t = fu

 

105,786

0.996 (0.02)

0.87

0.998 (0.009)

0.081

7266

1.06 (0.03)

0.04

1.02 (0.01)

0.136

IN5

t = base

113,218

0.95 (0.01)

<0.001f

0.98 (0.005)

0.016

105,953

0.97 (0.02)

0.19

0.99 (0.009)

0.083

7265

1.03 (0.03)

0.33

1.01 (0.01)

0.140

t = fu

 

105,786

0.99 (0.02)

0.66

0.996 (0.009)

0.080

7266

1.02 (0.03)

0.58

1.006 (0.01)

0.136

IN6

t = base

113,480

0.92 (0.01)

<0.001f

0.97 (0.006)

0.016

106,205

0.96 (0.02)

0.07

0.98 (0.009)

0.082

7275

1.12 (0.03)

<0.001f

1.05 (0.01)

0.136

t = fu

 

105,786

0.98 (0.02)

0.49

0.99 (0.009)

0.081

7266

1.14 (0.04)

<0.001f

1.05 (0.01)

0.131

IN7

t = base

113,480

0.94 (0.01)

<0.001f

0.98 (0.006)

0.017

106,205

0.97 (0.02)

0.24

0.99 (0.009)

0.082

7275

1.17 (0.03)

<0.001f

1.07 (0.01)

0.135

t = fu

 

105,952

0.97 (0.02)

0.17

0.99 (0.009)

0.080

7276

1.15 (0.03)

<0.001f

1.06 (0.01)

0.130

Self-report injunctive norms scale (average IN1–IN7)

t = base

113,480

0.94 (0.01)

<0.001f

0.94 (0.01)

0.016

105,390

0.997 (0.05)

0.95

0.999 (0.02)

0.082

7234

1.25 (0.08)

<0.001f

1.09 (0.03)

0.135

t = fu

 

105,622

0.99 (0.04)

0.86

0.997 (0.02)

0.081

7254

1.21 (0.07)

0.001

1.08 (0.02)

0.133

Self-report descriptive smoking norms (DN1: 1 = “smoke(s) very often” to 5 = “never smoke(s)”/“don’t know”; DN2: 1 = “almost all of them smoke” to 5=“almost none of them smoke”/“don’t know”).

DN1.1

t = base

113,544

0.94 (0.02)

<0.001f

0.97 (0.007)

0.016

106,253

0.98 (0.02)

0.41

0.99 (0.01)

0.081

7291

1.21 (0.05)

<0.001f

1.08 (0.02)

0.135

t = fu

 

106,201

0.98 (0.02)

0.30

0.99 (0.009)

0.080

7285

1.18 (0.04)

<0.001f

1.07 (0.01)

0.136

DN1.2

t = base

113,806

0.96 (0.01)

<0.001

0.98 (0.004)

0.017

106,505

0.97 (0.02)

0.09

0.99 (0.007)

0.081

7301

1.009 (0.02)

0.67

1.004 (0.009)

0.140

t = fu

 

106,201

1.001 (0.02)

0.96

1.0004 (0.007)

0.081

7285

1.02 (0.02)

0.47

1.01 (0.01)

0.135

DN1.3

t = base

113,642

0.97 (0.009)

0.001

0.99 (0.004)

0.017

106354

1.006 (0.02)

0.72

1.002 (0.006)

0.081

7288

0.98 (0.02)

0.37

0.99 (0.008)

0.140

t = fu

 

106,201

1.004 (0.02)

0.80

1.002 (0.006)

0.081

7285

1.002 (0.02)

0.94

1.0007 (0.008)

0.135

DN1.4

t = base

113,544

0.99 (0.01)

0.40

0.996 (0.005)

0.017

106,253

0.99 (0.02)

0.67

0.996 (0.009)

0.082

7291

1.03 (0.03)

0.36

1.01 (0.01)

0.139

t = fu

 

106,201

0.98 (0.02)

0.38

0.99 (0.008)

0.080

7285

1.02 (0.03)

0.40

1.008 (0.01)

0.135

DN1.5

t = base

113,544

0.995 (0.01)

0.73

0.998 (0.005)

0.017

106,253

1.02 (0.02)

0.41

1.008 (0.01)

0.082

7291

1.09 (0.03)

0.004

1.04 (0.01)

0.138

t = fu

 

106,201

1.02 (0.02)

0.38

1.008 (0.009)

0.080

7285

1.06 (0.04)

0.07

1.02 (0.01)

0.134

Self-report descriptive norms scale 1 (average DN1.1–DN1.5)

t = base

113,120

0.86 (0.02)

<0.001f

0.94 (0.009)

0.017

105,852

0.92 (0.04)

0.03

0.97 (0.02)

0.081

7268

1.08 (0.06)

0.14

1.03 (0.02)

0.138

t = fu

 

106,201

0.98 (0.03)

0.46

0.99 (0.01)

0.080

7285

1.10 (0.06)

0.07

1.04 (0.02)

0.134

DN2.1

t = base

113806

0.88 (0.02)

<0.001f

0.95 (0.007)

0.016

106505

1.02 (0.03)

0.55

1.006 (0.01)

0.081

7301

1.26 (0.05)

<0.001f

1.10 (0.02)

0.137

t = fu

 

106,201

0.98 (0.03)

0.43

0.99 (0.01)

0.081

7285

1.15 (0.04)

<0.001f

1.06 (0.02)

0.134

DN2.2

t = base

113,806

0.97 (0.01)

0.03

0.99 (0.005)

0.017

106,505

1.002 (0.02)

0.92

1.0009 (0.009)

0.081

7301

1.03 (0.03)

0.25

1.01 (0.01)

0.140

t = fu

 

106,045

0.97 (0.02)

0.15

0.99 (0.008)

0.081

7275

0.97 (0.03)

0.37

0.99 (0.01)

0.135

DN2.3

t = base

113,806

0.90 (0.02)

<0.001f

0.96 (0.008)

0.016

106,505

0.97 (0.03)

0.31

0.99 (0.01)

0.081

7301

1.04 (0.04)

0.37

1.02 (0.02)

0.140

t = fu

 

106,201

0.95 (0.03)

0.08

0.98 (0.01)

0.080

7285

0.999 (0.04)

0.97

0.999 (0.02)

0.135

Self-report descriptive norms scale 2 (average DN2.1–DN2.3)

t = base

113,806

0.85 (0.02)

<0.001f

0.94 (0.01)

0.016

106,505

0.96 (0.04)

0.30

0.98 (0.02)

0.081

7301

1.24 (0.07)

<0.001f

1.09 (0.02)

0.137

t = fu

 

106,045

0.94 (0.04)

0.09

0.97 (0.01)

0.081

7275

1.08 (0.06)

0.17

1.03 (0.02)

0.135

Self-report smoking behavior, intentions, knowledge, attitudes, and psycho-social antecedents, and objectively measured smoking behaviord

Self-report smoking behavior (1– 4)

t = base

114,672

0.91 (0.02)

<0.001f

0.97 (0.006)

0.016

107326

0.98 (0.03)

0.52

0.99 (0.009)

0.081

7346

1.23 (0.05)

<0.001f

1.07 (0.01)

0.136

t = fu

 

107,326

1.02 (0.03)

0.49

1.006 (0.008)

0.082

7346

1.25 (0.05)

<0.001f

1.07 (0.01)

0.133

Intentions (1–6)

t = base

113,856

0.95 (0.01)

<0.001f

0.97 (0.006)

0.016

106,569

1.01 (0.02)

0.59

1.005 (0.009)

0.082

7287

1.04 (0.03)

0.11

1.02 (0.01)

0.138

t = fu

 

106,791

0.98 (0.02)

0.17

0.99 (0.008)

0.081

7311

1.10 (0.03)

<0.001f

1.05 (0.01)

0.136

Knowledge (0–6)

t = base

114,328

0.98 (0.01)

0.12

0.99 (0.006)

0.017

107,005

0.98 (0.02)

0.15

0.99 (0.01)

0.082

7323

1.002 (0.02)

0.93

1.001 (0.01)

0.139

t = fu

 

106,489

0.97 (0.02)

0.12

0.98 (0.01)

0.082

7303

0.98 (0.02)

0.40

0.99 (0.01)

0.135

Attitudes (1– 5)

t = base

111,298

0.87 (0.02)

<0.001f

0.95 (0.01)

0.016

104,152

0.98 (0.04)

0.54

0.99 (0.01)

0.079

7146

0.99 (0.05)

0.87

0.997 (0.02)

0.140

t = fu

 

105,353

1.009 (0.04)

0.80

1.004 (0.01)

0.080

7241

1.21 (0.06)

<0.001f

1.08 (0.02)

0.129

Self-efficacy (Emotional; 1–6)

t = base

113,720

0.91 (0.01)

<0.001f

0.95 (0.008)

0.016

106,438

0.97 (0.02)

0.28

0.99 (0.01)

0.082

7282

1.10 (0.04)

0.003

1.05 (0.02)

0.137

t = fu

 

105,675

0.99 (0.02)

0.76

0.997 (0.01)

0.080

7229

1.19 (0.03)

<0.001f

1.09 (0.02)

0.131

Self-efficacy (Friends; 1– 6)

t = base

114,078

0.91 (0.01)

<0.001f

0.96 (0.007)

0.016

106,765

0.98 (0.02)

0.54

0.99 (0.01)

0.082

7313

1.11 (0.04)

0.003

1.05 (0.02)

0.136

t = fu

 

106,156

0.98 (0.03)

0.46

0.99 (0.01)

0.081

7262

1.17 (0.04)

<0.001f

1.08 (0.02)

0.131

Self-efficacy (Opportunity; 1–6)

t = base

113,900

0.90 (0.02)

<0.001f

0.95 (0.01)

0.016

106,600

0.97 (0.03)

0.32

0.98 (0.02)

0.082

7300

1.18 (0.05)

<0.001f

1.09 (0.02)

0.136

t = fu

 

106,512

0.997 (0.03)

0.91

0.999 (0.01)

0.081

7290

1.17 (0.04)

<0.001f

1.08 (0.02)

0.129

Perceived physical risks (0–100%)

t = base

112,428

0.995 (0.0007)

<0.001f

0.95 (0.007)

0.017

105,222

0.997 (0.001)

0.008

0.97 (0.01)

0.082

7206

1.003 (0.001)

0.02

1.03 (0.01)

0.132

t = fu

 

105,979

1.0002 (0.001)

0.86

1.002 (0.01)

0.082

7285

1.002 (0.001)

0.11

1.02 (0.01)

0.134

Perceived social risks (0–100%)

t = base

113,404

0.997 (0.0006)

<0.001f

0.97 (0.006)

0.016

106,128

0.999 (0.0009)

0.19

0.99 (0.009)

0.082

7276

1.004 (0.001)

0.001

1.04 (0.01)

0.133

t = fu

 

106,492

1.0003 (0.001)

0.72

1.003 (0.01)

0.081

7304

1.005 (0.001)

<0.001f

1.05 (0.01)

0.133

Perceived addiction risks (0–100%)

t = base

109,822

0.999 (0.0006)

0.06

0.99 (0.006)

0.016

102,800

0.998 (0.001)

0.12

0.98 (0.01)

0.079

7022

1.002 (0.001)

0.23

1.02 (0.01)

0.137

t = fu

 

96,488

1.00005 (0.001)

0.97

1.0005 (0.01)

0.080

6666

0.999 (0.001)

0.51

0.99 (0.01)

0.134

Perceived benefits (0–100%)

t = base

104,778

0.998 (0.0007)

0.02

0.98 (0.007)

0.017

98,117

0.997 (0.001)

0.02

0.97 (0.01)

0.083

6661

1.002 (0.002)

0.14

1.02 (0.02)

0.128

t = fu

 

101,366

0.999 (0.001)

0.32

0.99 (0.01)

0.080

6982

1.0006 (0.001)

0.69

1.006 (0.01)

0.135

PBC (easy to quit; 1–5)

t = base

113,238

0.97 (0.01)

0.003

0.99 (0.004)

0.017

105,978

0.97 (0.02)

0.10

0.99 (0.007)

0.082

7260

1.01 (0.02)

0.54

1.01 (0.009)

0.138

t = fu

 

106,289

0.99 (0.02)

0.41

0.99 (0.007)

0.080

7271

1.04 (0.02)

0.06

1.02 (0.009)

0.136

PBC (to avoid smoking; 1– 5)

t = base

113,998

0.98 (0.01)

0.11

0.99 (0.004)

0.017

106,687

1.003 (0.02)

0.87

1.001 (0.007)

0.082

7311

1.04 (0.02)

0.08

1.02 (0.009)

0.137

t = fu

 

106,084

1.01 (0.02)

0.48

1.005 (0.007)

0.080

7268

1.05 (0.03)

0.03

1.02 (0.01)

0.133

Objectively measured smoking behavior (0– 30)

t = base

104,680

0.93 (0.01)

<0.001f

0.87 (0.02)

0.015

97,935

0.94 (0.02)

0.001

0.90 (0.03)

0.080

6745

1.02 (0.02)

0.39

1.03 (0.04)

0.135

t = fu

 

104,927

0.97 (0.02)

0.16

0.95 (0.03)

0.083

7231

1.10 (0.03)

<0.001

1.19 (0.06)

0.135

Smoking susceptibility (binary)e

t = base

113,856

1.20 (0.03)

<0.001f

0.017

106,569

1.16 (0.05)

0.001

0.082

7287

0.93 (0.05)

0.17

0.138

t = fu

 

106791

1.26 (0.06)

<0.001f

0.081

7311

0.96 (0.05)

0.46

0.138

  1. aResults are odds ratios, standard errors, and p-values from mixed-effects logistic regressions. In each model, the outcome variable is a binary variable representing whether the focal participant had: (1) nominated an individual from the school year group as a friend at baseline [0 = no friend nomination; 1 = friend nomination]; (2) added a potential friend from the school year group between baseline and follow-up [0 = potential friend not added; 1 = potential friend added]; or (3) dropped a friend from the school year group between baseline and follow-up [0 = baseline friend not dropped; 1 = baseline friend dropped]. The predictor variable is the absolute difference (on the original scale) between the focal participant and the individual on the smoking-related outcome variable at baseline (t = base) or follow-up (t = fu). Odds ratios represent the multiplicative change in odds of nominating/adding/dropping friends for a one-unit increase in the absolute difference between the focal participant and the individual on the smoking-related outcome variable (original scale) at baseline (t = base) or follow-up (t = fu). Random intercepts were included at the individual participant level, with cluster-robust standard errors. Analyses are based on participants providing network data at the two timepoints. OR: odds ratio; SE: standard error; ICC: intraclass correlation coefficient; PBC: perceived behavioral control.
  2. bFor comparability between predictor variables measured on different scales, the mixed-effects logistic regressions were repeated with the smoking-related outcome measures re-scaled to run between 0 and 10. Odds ratios represent the multiplicative change in odds of nominating/adding/dropping friends with a one-unit increase in the absolute difference between the focal participant and the individual on the smoking-related outcome variable (re-scaled) at baseline (t = base) or follow-up (t = fu). Random intercepts were included at the individual participant level, with cluster-robust standard errors. p-values remain the same as those extracted from the original model.
  3. cIntraclass correlation coefficients (ICCs) are defined as the ratio of the between-cluster variance to the total between-cluster and within-cluster variance (Killip et al., 2004).
  4. dHigher numerical values represent higher self-report anti-smoking outcomes, apart from objectively measured smoking behavior (higher numerical values represent higher levels of smoking behavior).
  5. eThe predictor variable is a binary variable representing whether the focal participant had the same smoking susceptibility status (0 = not susceptible to commencing smoking; 1 = susceptible to commencing smoking) as the individual at baseline (t = base) or follow-up (t = fu). Odds ratios represent the multiplicative change in odds of nominating/adding/dropping friends for matching susceptibility statuses compared to non-matching susceptibility statuses at baseline (t = base) or follow-up (t = fu). Random intercepts were included at the individual participant level, with cluster-robust standard errors.
  6. fRetained statistical significance at the 5% level after using the Holm–Bonferroni procedure to correct the p-values for multiple testing (p ≤ 0.05; based on all tests reported in Table 4).
  7. Bold values show the results meeting the significance level of p ≤ 0.01.