Background
Methods
Study setting
Selection of study participants
Data collection
1 | Missing planned work due to smartphone use |
2 | Having a hard time concentrating in class, while doing assignments, or while working due to smartphone use |
3 | Feeling pain in the wrists or at the back of the neck while using a smartphone |
4 | Will not be able to stand not having a smartphone |
5 | Feeling impatient and fretful when I am not holding my smartphone |
6 | Having my smartphone in my mind even when I am not using it |
7 | I will never give up using my smartphone even when my daily life is already greatly affected by it |
8 | Constantly checking my smartphone so as not to miss conversations between other people on WhatsApp, Facebook or Instagram |
9 | Using my smartphone longer than I had intended |
10 | The people around me tell me that I use my smartphone too much |
Statistical analysis
Results
Sociodemographic characteristics
Variables | N (%) |
---|---|
Sex | |
Male | 52 (28.3%) |
Female | 132 (71.7%) |
Age (years) | |
Range | 6–18 |
6–12 | 39 (21.2%) |
13–18 | 145 (78.8%) |
Mean ± SD | 14.84 ± 2.73 |
Educational level | |
Primary school | 10 (5.4%) |
Middle school | 48 (26.1%) |
High school | 126 (68.5%) |
Region of residence | |
Sicily | 167 (90.8%) |
Piedmont | 15 (8.1%) |
Lombardy | 2 (1.1%) |
Area of origin | |
Urban | 152 (82.6%) |
Rural | 32 (17.4%) |
Family status | |
Married parents | 172 (93.5%) |
Separated/divorced parents | 7 (3.8%) |
Widow parent | 5 (2.7%) |
Parents’ educational level | |
Mother | |
Primary school | 1 (0.5%) |
Middle school | 26 (14.2%) |
High school | 86 (46.7%) |
Graduation | 71 (38.6%) |
Father | |
Primary school | 1 (0.5%) |
Middle school | 36 (19.6%) |
High school | 88 (47.8%) |
Graduation | 59 (32.1%) |
Family income | |
Double-income | 100 (54.3%) |
Single-income | 84 (45.7%) |
Age at owning smartphone (years) | |
Range | 6–15 |
Mean ± SD | 10.57 ± 1.8 |
COVID-19 related data
Variables | N (%) |
---|---|
Family members with jobs related to the epidemic | |
Both parents | 6 (3.2%) |
Father | 11 (6%) |
Mother | 7 (3.8%) |
None | 160 (87%) |
Family members’ work related to the epidemic emergency | |
Doctor | 7 (29.2%) |
Nurse | 3 (12.5%) |
Other health care professional | 8 (33.3%) |
Different from health care professional | 6 (25%) |
Family members and/or friends affected by COVID-19 | |
Yes | 76 (41.3%) |
No | 108 (58.7%) |
Relative died for COVID-19 | |
Yes | 4 (2.2%) |
No | 180 (97.8%) |
Degree of concern about the pandemic | |
Very concerned | 83 (45.1%) |
Average | 98 (53.3%) |
Not concerned | 3 (1.6%) |
Implementation of infection prevention and control measures | |
Strictly enforced | 168 (91.3%) |
Sometimes | 13 (7.1%) |
Never | 3 (1.6%) |
Learning problems due to the pandemic | |
Yes | 132 (71.7%) |
No | 52 (28.3%) |
Distance learning | |
Yes | 176 (95.7%) |
No | 8 (4.3%) |
Smartphone use before and during the COVID-19 pandemic
Frequency of smartphone use | Before the pandemic N (%) | During the pandemic N (%) |
---|---|---|
Time per day | ||
< 1 h | 13 (7.1%) | 3 (1.6%) |
≥ 1 h < 2 h | 76 (41.3%) | 10 (5.4%) |
≥ 2 h < 4 h | 65 (35.3%) | 49 (26.6%) |
≥ 4 h | 30 (16.3%) | 122 (66.3%) |
Time between wake up and start of use | ||
5 min | 47 (25.5%) | 104 (56.5%) |
> 5 min ≤ 30 min | 87 (47.3%) | 53 (28.8%) |
> 30 min ≤ 60 min | 26 (14.1%) | 11 (6%) |
> 60 min | 24 (13.1%) | 16 (8.7%) |
Frequency of night utilization | ||
Never | 53 (28.8%) | 31 (16.8%) |
Once per week | 32 (17.4%) | 15 (8.2%) |
Twice per week | 43 (23.4%) | 35 (19%) |
≥ 3 times per week | 56 (30.4%) | 103 (56%) |
Most frequently used functions
Items | Range | Before the pandemic Mean ± SD | During the pandemic Mean ± SD | P value |
---|---|---|---|---|
Most frequently used functions | ||||
Telephone calls | 1–5 | 3.33 ± 1.09 | 3.80 ± 1.16 | < 0.001a |
Social network (Instagram, Facebook, etc.) | 1–5 | 3.81 ± 1.27 | 4.07 ± 1.20 | < 0.001a |
Game | 1–5 | 2.57 ± 1.20 | 2.85 ± 1.43 | 0.001a |
Education | 1–5 | 2.87 ± 1.26 | 4.13 ± 1.05 | < 0.001a |
Online chat (Whatsapp, etc.) | 1–5 | 3.32 ± 1.53 | 3.61 ± 1.63 | < 0.001a |
Photos | 1–5 | 3.29 ± 1.21 | 3.15 ± 1.24 | 0.1 |
Videos | 1–5 | 3.43 ± 1.20 | 3.70 ± 1.31 | 0.002a |
Music | 1–5 | 3.79 ± 1.22 | 3.94 ± 1.25 | 0.043a |
Aim of use | ||||
Boredom | 1–5 | 3.32 ± 1.10 | 3.99 ± 1.29 | < 0.001a |
Habit | 1–5 | 3.32 ± 1.12 | 3.65 ± 1.24 | < 0.001a |
Pleasure | 1–5 | 3.47 ± 1.10 | 3.59 ± 1.20 | 0.17 |
Game | 1–5 | 2.55 ± 1.28 | 2.82 ± 1.48 | 0.001a |
Communication | 1–5 | 4.21 ± 0.93 | 4.53 ± 0.80 | < 0.001a |
Learning | 1–5 | 2.99 ± 1.09 | 4.16 ± 1.03 | < 0.001a |
Stress relief | 1–5 | 2.95 ± 1.33 | 3.34 ± 1.39 | < 0.001a |
Adaptation to others | 1–5 | 2.37 ± 1.23 | 2.52 ± 1.40 | 0.082 |
Adverse effects | ||||
Superficial approach to learning | 1–5 | 2.01 ± 1.04 | 2.63 ± 1.34 | < 0.001a |
Distraction | 1–5 | 2.80 ± 1.06 | 3.32 ± 1.33 | < 0.001a |
Mood modification | 1–5 | 2.23 ± 1.13 | 2.85 ± 1.44 | < 0.001a |
Loss of interest | 1–5 | 2.21 ± 1.10 | 2.80 ± 1.39 | < 0.001a |
Isolation | 1–5 | 1.94 ± 1.09 | 2.57 ± 1.48 | < 0.001a |
Sleep disturbances | 1–5 | 2.29 ± 1.29 | 2.88 ± 1.35 | < 0.001a |
Ocular alterations | 1–5 | 1.94 ± 1.07 | 2.78 ± 1.51 | < 0.001a |
Musculoskeletal disorders | 1–5 | 1.83 ± 1.07 | 2.74 ± 1.54 | < 0.001a |
Parental attitude | ||||
Surveillance | 1–5 | 2.61 ± 1.29 | 2.52 ± 1.36 | 0.178 |
Restriction | 1–5 | 2.31 ± 1.26 | 2.32 ± 1.33 | 0.898 |
Punishment | 1–5 | 2.08 ± 1.18 | 1.98 ± 1.29 | 0.0972 |
Permission | 1–5 | 3.17 ± 1.14 | 3.43 ± 1.23 | < 0.001a |
Explanation | 1–5 | 3.59 ± 1.22 | 3.70 ± 1.26 | 0.1 |