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. 2024 Oct 21;7:e49779. doi: 10.2196/49779

Table 2. Unadjusted associations of increased e-cigarette use with demographic and behavioral characteristics: results from unadjusted penalized logistic regression models (N=85).

Variable (responses) Increased (n=46) Did not increase (n=39) ORa (95% CI) P value
Demographic characteristics
Age (n=84) (years), mean (SD) 17.1 (1.2) 16.17 (1.1) 2.03 (1.35‐3.31) .002
In high school (9th-12th), n (%) 45 (98) 35 (90) 3.85 (0.67‐39.62) .20
 Self-identified sex, n (%)
  Female 24 (52) 15 (38) 1.80 (0.77-4.32) .19
  Male 21 (46) 24 (61) Reference b
  Other or nonbinaryc 1 (2) 0 (0)
 Race and ethnicity, n (%)
  African American or Black and non-Hispanic 10 (22) 3 (8) 1.91 (0.48‐9.03) .39
  Hispanic 15 (33) 22 (56) 0.44 (0.16‐1.19) .12
  White and non-Hispanic 16 (35) 10 (26) Reference
  Another raced and non-Hispanic 5 (6) 4 (10) 0.78 (0.18‐3.52) .75
 Mother’s educational attainment, n (%)
  GEDe or high school or lower 12 (26) 13 (33) 0.60 (0.18‐1.99) .42
  Some college degree 21 (46) 16 (41) 0.85 (0.27‐2.59) .78
  Some graduate or professional degree 11 (24) 7 (18) Reference
  Unknown 2 (4) 3 (8) 0.47 (0.06‐3.00) .46
e-Cigarette use
e-Cigarette dependence (range 0‐16), median (IQR) 10 (7‐11) 7 (3-11) 1.12 (1.02‐1.25) .03
 Who knows that you use e-cigarette? n (%)
  A parent 28 (61) 18 (46) 1.79 (0.77‐4.25) .19
  A sibling 26 (57) 14 (36) 2.27 (0.97‐5.49) .07
  A grandparent 4 (9) 3 (8) 1.10 (0.25‐5.23) .90
  Another relative 9 (20) 6 (15) 1.31 (0.44‐4.10) .64
  No one 4 (9) 8 (21) 0.39 (0.11‐1.30) .15
 Family members who know you use e-cigarettes, n (%)
  0 3 (7) 7 (18) Reference
  1 26 (57) 23 (59) 2.42 (0.64‐10.93) .23
  ≥2 17 (37) 9 (23) 3.95 (0.93‐19.71) .08
 Tobacco or THC f use among people with whom you currently live, n (%)
  Family member or friend 36 (78) 28 (72) 1.40 (0.53‐3.75) .50
  Nobody 10 (22) 11 (28) Reference
 People you live with, n (%)
  Alone 3 (7) 0 (0) 4.56 (0.36‐648.0) .40
  1‐2 11 (24) 7 (18) Reference
  3 15 (33) 16 (41) 0.61 (0.19‐1.92) .42
  4+ 17 (37) 16 (41) 0.69 (0.22‐2.14) .54
COVID-19–related factors
Diagnosed with COVID-19, n (%) 2 (4) 5 (13) 0.35 (0.06‐1.56) .22
Anxiety over COVID-19 (range 1‐5), median (IQR) 3.9 (3.5‐4.2) 3.8 (3.3‐4.2) 1.07 (0.62‐1.87) .81
Strongly willing to be vaccinated against the COVID-19 infection, n (%) 35 (76) 26 (67) 1.57 (0.62‐4.06) .35
 How are you coping with shelter-in-place? n (%)
  Being on social media 42 (91) 34 (87) 1.51 (0.40‐6.01) .56
  Streaming videos 18 (39) 11 (28) 1.61 (0.66‐4.04) .31
  Watching television 6 (57) 20 (51) 1.23 (0.53‐2.88) .64
  Playing videogames 29 (63) 19 (49) 1.77 (0.76‐4.22) .20
  Using e-cigarettes 36 (78) 20 (51) 3.31 (1.34‐8.59) .01
Social media
Social Media Intensity (range 1‐5), median (IQR) 3.5 (2.7‐3.8) 3.3 (2.3‐3.8) 1.22 (0.77‐1.96) .40
Using social media more since shelter-in-place, n (%) 45 (98) 38 (97) 0.85 (0.07‐10.74) .91
Saw e-cigarette digital content on social media, n (%) 38 (83) 25 (64) 2.58 (0.98‐7.13) .06
 Apps used in the past 30 days (n=74), n (%)
  TikTok 25 (66) 20 (56) 1.52 (0.61‐3.88) .38
  Instagram 30 (79) 28 (78) 1.07 (0.36‐3.19) .91
  Facebook 23 (61) 19 (53) 1.36 (0.55‐3.41) .51
  Twitter 25 (66) 19 (53) 1.70 (0.68‐4.33) .27
  Snapchat 25 (66) 25 (69) 0.85 (0.32‐2.22) .75
  WhatsApp 21 (55) 14 (39) 1.91 (0.77‐4.83) .17
  YouTube 24 (63) 27 (75) 0.58 (0.21‐1.54) .29
  Otherg 2 (4) 2 (5) 0.95 (0.14‐6.44) .96
 Apps used in the past 30 days (n=74), median (IQR) 4 (3-7) 4 (3-5) 1.12 (0.86‐1.46) .41
Emotional and psychological distress
Feeling lonely all or most of the time, n (%) 18 (50) 9 (26) 4.15 (1.68‐10.91) .003
 Psychological distress (n=84), h n (%)
  Severe (13+) 17 (47) 15 (43) 1.23 (0.53‐2.90) .64
  No severe psychological distress (<13) 19 (53) 20 (57) Reference
 Other concerns endorsed, n (%)
  Stuck at home with my family all the time 27 (59) 22 (56) 1.10 (0.47‐2.58) .83
  Frustrated that my routine or plan has been disrupted 28 (61) 17 (44) 1.98 (0.85‐4.73) .12
  Not sure when my life will go back to normal 28 (61) 23 (59) 1.08 (0.46‐2.56) .86
  Spending more time on social media 23 (50) 9 (23) 1.25 (0.53‐3.00) .62
  Worried about COVID-19 19 (41) 14 (36) 0.73 (0.31‐1.69) .46
  Not able to meet up or hang out with people 21 (46) 21 (54) 3.21 (1.30‐8.40) .02
  Angry about the current state of politics 16 (35) 9 (23) 1.74 (0.69‐4.59) .26
a

OR: Oodds ratio; CI: confidence interval.

b

N/A: Not applicable.

c

Excluded from logistic regression.

d

Alaskan Native or American Indian or multiracial, Asian or Native Hawaiian, or Pacific Islander, non-Hispanic

e

GED: General Education Development Ttest.

f

THC: Ttetrahydrocannabinol.

g

Includes the following: Among uUs, Discord, Teams, and Zoom.

h

One participant was excluded due to missing values and an unpredictable sum of scores.