Adolescent Mental Health during the COVID-19 Pandemic: The Interplay of Age, Gender, and Mental Health Outcomes in Two Consecutive Cross-Sectional Surveys in Northern Italy
Abstract
:1. Introduction
- Age and gender have been identified as significant predictors for elevated cumulative scores for symptoms of generalized anxiety, depression, and psychosomatic complaints, as well as lower cumulative scores for health-related quality of life. These four scores can be categorized into normal and symptomatic cases. The aim was to explore whether the percentage of participants classified as symptomatic varied significantly by age and gender. This question was examined across four dichotomous outcome variables: symptoms of anxiety, depressive symptoms, at least three psychosomatic complaints per week, and low health-related quality of life.
- Is it feasible to infer one outcome variable from another? In other words, does any symptomatic variable serve as a predictor for other symptoms?
- Can adolescents with “lowered family climate due to the pandemic”, “difficult social factors not related to the pandemic”, or “increased burden due to the pandemic” be identified as vulnerable groups at a significantly higher risk for any of the four outcome parameters?
2. Materials and Methods
2.1. Research Framework and Participants
2.2. Assessment Tools
2.2.1. Sociodemographic Information and COVID-19 Impact
2.2.2. HRQoL and Mental Health
2.3. Data Analysis
3. Results
3.1. Baseline Characteristics and Pandemic-Related Variables
3.2. Age- and Gender-Specific HRQoL and Mental Health Outcomes
3.3. Self-Versus Proxy-Reported HRQoL and Psychosomatic Complaints
3.4. Sensitivities, Specificities, and Correlations between HRQoL and Mental Health Outcomes
3.5. Construction of the Logistic Regression Model: Incorporating Pandemic-Related Factors and Health Outcomes
3.5.1. Predictors for the Model
3.5.2. Logistic Regression Models for Dichotomous Outcomes
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Total † | ||
---|---|---|
2021 (n = 1760) | 2022 (n = 1885) | |
Sociodemographic | M (SD) | M (SD) |
Age | 14.22 (2.34) | 14.40 (2.31) |
n (%) | n (%) | |
Female | 903 (51.3) | 975 (51.7) |
Migration background ‡ | 181 (11.1) | 179 (10.3) |
Low parental education ‡ | 419 (24.8) | 391 (21.5) |
Single parenthood ‡ | 149 (8.6) | 188 (10.0) |
Parental mental health problem ‡ | 53 (3.0) | 49 (2.6) |
Pandemic-related | ||
Extended parental workload ‡,§ | 605 (38.1) | 619 (35.6) |
General burden | 528 (30.2) | 22.9 (9.58) |
Lower family climate | 464 (26.5) | 348 (18.5) |
Elevated burden at school | 1151 (65.5) | 1087 (57.9) |
Less contact with friends | 1067 (60.7) | 720 (38.2) |
Extended use of digital media | 1214 (69.1) | 1049 (55.9) |
Gender | COP-S Survey | n | Low HRQoL † | At least 3 Psychosomatic Complaints a Week † | ||||
---|---|---|---|---|---|---|---|---|
Self-Reported | Proxy-Reported | p-Value ‡ | Self-Reported | Proxy-Reported | p-Value ‡ | |||
Boys | 2021 | 858 | 229 (26.7) | 244 (29.0) | n.s. | 411 (47.9) | 377 (44.8) | n.s. |
2022 | 911 | 231 (25.4) | 208 (23.3) | n.s. | 457 (50.2) | 395 (44.3) | <0.001 | |
p-value § | n.s. | 0.008 | n.s. | n.s. | ||||
Girls | 2021 | 903 | 335 (37.1) | 280 (31.6) | <0.001 | 555 (61.5) | 465 (52.7) | <0.001 |
2022 | 975 | 323 (33.1) | 228 (23.9) | <0.001 | 607 (62.3) | 511 (53.7) | <0.001 | |
p-value § | n.s. | <0.001 | n.s. | n.s. |
Gender | COP-S Year | Outcome to Detect | When Having Other Outcome | Kendall Tau-b Correlation Coefficient | |
---|---|---|---|---|---|
Sensitivity | Specificity | ||||
Boys | 2021 | Anxiety | 54.35 [43.63; 64.78] | 85.25 [82.54; 87.69] | 0.312 *** |
Depression | 30.67 [23.70; 38.37] | 93.96 [91.92; 95.61] | |||
2022 | Anxiety | 52.22 [41.43; 62.87] | 84.04 [81.36; 86.48] | 0.273 *** | |
Depression | 26.40 [20.09; 33.52] | 94.13 [92.18; 95.72] | |||
Girls | 2021 | Anxiety | 69.73 [62.56; 76.25] | 74.93 [71.59; 78.06] | 0.380 *** |
Depression | 41.75 [36.19; 47.47] | 90.57 [87.93; 92.80] | |||
2022 | Anxiety | 79.53 [72.70; 85.31] | 74.63 [71.47; 77.60] | 0.432 *** | |
Depression | 40,00 [34.75; 45.42] | 94.49 [92.42; 96.13] | |||
Boys | 2021 | Anxiety | 43.23 [36.72; 49.92] | 89.83 [87.19; 92.08] | 0.373 *** |
HRQoL | 60.74 [52.79; 68.28] | 81.29 [78.19; 84.13] | |||
2022 | Anxiety | 46.75 [40.18; 53.41] | 89.71 [87.17; 91.89] | 0.400 *** | |
HRQoL | 60.67 [53.09; 67.90] | 83.22 [80.31; 85.86] | |||
Girls | 2021 | Anxiety | 58.51 [53.03; 63.84] | 80.11 [76.58; 83.31] | 0.393 *** |
HRQoL | 63.43 [57.57; 68.09] | 76.60 [72.98; 79.95] | |||
2022 | Anxiety | 66.06 [60.64; 71.17] | 80.66 [77.45; 83.61] | 0.463 *** | |
HRQoL | 62.94 [57.57; 68.09] | 82.83 [79.67; 85.69] | |||
Boys | 2021 | Anxiety | 32.36 [27.86; 37.12] | 93.29 [90.56; 95.43] | 0.327 *** |
Psychosom | 81.6 [74.78; 87.22] | 60 [56.25; 63.66] | |||
2022 | Anxiety | 30.84 [26.65; 35.31] | 91.85 [88.94; 94.20] | 0.286 *** | |
Psychosom | 79.21 [72.51; 84.92] | 56.89 [53.21; 60.51] | |||
Girls | 2021 | Anxiety | 49.19 [44.95; 53.43] | 88.35 [84.24; 91.71] | 0.398 *** |
Psychosom. | 88.35 [84.24; 91.71] | 52.53 [48.42; 56.60] | |||
2022 | Anxiety | 50.16 [46.15; 54.18] | 90.84 [87.43; 93.57] | 0.419 ** | |
Psychosom | 90.76 [87.33; 93.52] | 63.60 [60.22; 66.89] | |||
Boys | 2021 | Depression | 32.61 [26.59; 39.08] | 97.16 [95.54; 98.31] | 0.421 *** |
HRQoL | 80.43 [70.85; 87.97] | 79.77 [76.74; 82.56] | |||
2022 | Depression | 30.74 [24.85; 37.12] | 97.24 [95.72; 98.33] | 0.407 *** | |
HRQoL | 78.89 [69.01; 86.79] | 80.51 [77.63; 83.17] | |||
Girls | 2021 | Depression | 46.59 [41.16, 52.07] | 95.10 [93.00; 96.72] | 0.502 *** |
HRQoL | 84.86 [78.87; 89.70] | 75.21 [71.88; 78.33] | |||
2022 | Depression | 44.95 [39.48; 50.52] | 95.92 [94.12; 97.30] | 0.506 *** | |
HRQoL | 84.80 [78.52; 89.82] | 77.86 [74.83, 80.69] | |||
Boys | 2021 | Depression | 18.45 [14.82; 22.54] | 96.23 [94.03; 97.79] | 0.223 *** |
Psychosom | 81.52 [72.07; 88.85] | 56.14 [52.54; 59.69] | |||
2022 | Depression | 17.38 [14.05; 21.33] | 97.62 [95.78; 98.81] | 0.264 *** | |
Psychosom | 90.00 [81.86; 95.32] | 54.20 [50.72; 57.65] | |||
Girls | 2021 | Depression | 31.13 [27.31; 35.15] | 96.86 [94.45; 98.42] | 0.340 *** |
Psychosom | 94.05 [89.12; 96.99] | 46.94 [43.23; 50.66] | |||
2022 | Depression | 27.51 [24.02; 31.21] | 98.92 [97.26; 99.71] | 0.337 *** | |
Psychosom. | 97.66 [94.12; 99.36] | 45.27 [41.79; 48.79] | |||
Boys | 2021 | HRQoL | 45.26 [40.37; 50.21] | 90.38 [87.26; 92.95] | 0.402 *** |
Psychosom | 81.22 [75.55; 86.06] | 64.23 [60.34; 67.98] | |||
2022 | HRQoL | 42.01 [37.44; 46.69] | 91.41 [88.44; 93.82] | 0.384 *** | |
Psychosom | 83.12 [77.65; 87.71] | 61.03 [57.25; 64.71] | |||
Girls | 2021 | HRQoL | 54.23 [49.99; 58.44] | 90.23 [86.62; 93.14] | 0.448 *** |
Psychosom | 89.85 [86.11; 92.87] | 55.28 [51.09; 59.42] | |||
2022 | HRQoL | 49.26 [45.21; 53.31] | 93.48 [90.45; 95.78] | 0.440 *** | |
Psychosom | 92.57 [89.15; 95.18] | 52.76 [48.85; 56.65] |
Outcome | Gender | COP-S | Intercept # | Age # | Sociodemographic Condition #,† | Parent’s Burden #,‡ | Child’s Burden #,§ | Family Climate # | Psychosomatic Complaints # | Model Fit (Nagelkerke’s R2) |
---|---|---|---|---|---|---|---|---|---|---|
Symptoms of Anxiety | Boys | 2021 | 0.052 *** | 1.582 *** [1.444; 1.731] | 0.227 | |||||
2022 | 0.047 *** | 1.870 ** [1.285; 2.741] | 1.697 * [1.085; 2.647] | 1.465 *** [1.341; 1.595] | 0.218 | |||||
Girls | 2021 | 0.024 *** | 1.130 ** [1.041; 1.243] | 1.565 *** [1.452; 1.692] | 0.295 | |||||
2022 | 0.011 ** | 1.177 ** [1.063; 1.289] | 1.823 ** [1.275; 2.806] | 1.633 *** [1.511; 1.768] | 0.378 | |||||
Depressive symptoms | Boys | 2021 | 0.005 *** | 1.165 ** [1.014; 1.347] | 2.810 *** [1.657; 4.666] | 1.522 *** [1.347; 1.706] | 0.257 | |||
2022 | 0.005 *** | 1.178 ** [1.062; 1.315] | 1.597 *** [1.421; 1.786] | 0.205 | ||||||
Girls | 2021 | 0.001 *** | 1.097 * [1.003; 1.207] | 1.232 *** [1.097; 1.381] | 2.475 *** [1.580; 3.760] | 1.731 *** [1.552; 1.933] | 0.415 | |||
2022 | 0.004 *** | 2.287 *** [1.495; 3.649] | 2.099 *** [1.851; 2.380] | 0.458 | ||||||
Low HRQoL | Boys | 2021 | 0.000 *** | 1.198 ** [1.098; 1.302] | 1.360 *** [1.217; 1.516] | 3.113 *** [2.038; 4.728] | 1.569 *** [1.425; 1.722] | 0.420 | ||
2022 | 0.001 *** | 1.150 *** [1.063; 1.254] | 1.680 ** [1.120; 2.439] | 1.303 [1.162; 1.463] | 2.788 *** [1.774; 4.427] | 1.600 *** [1.466; 1.761] | 0.390 | |||
Girls | 2021 | 0.000 *** | 1.120 *** [1.031; 1.220] | 3.369 ** [1.349; 8.409] | 1.547 *** [1.391; 1.757] | 4.209 *** [2.636; 6.151] | 1.741 *** [1.578; 1.912] | 0.549 | ||
2022 | 0.000 * | 1.170 *** [1.079; 1.278] | 1.477 *** [1.477; 1.322] | 2.592 *** [1.666; 1.947] | 1.782 *** [1.622; 1.947] | 0.524 |
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Barbieri, V.; Piccoliori, G.; Mahlknecht, A.; Plagg, B.; Ausserhofer, D.; Engl, A.; Wiedermann, C.J. Adolescent Mental Health during the COVID-19 Pandemic: The Interplay of Age, Gender, and Mental Health Outcomes in Two Consecutive Cross-Sectional Surveys in Northern Italy. Behav. Sci. 2023, 13, 643. https://doi.org/10.3390/bs13080643
Barbieri V, Piccoliori G, Mahlknecht A, Plagg B, Ausserhofer D, Engl A, Wiedermann CJ. Adolescent Mental Health during the COVID-19 Pandemic: The Interplay of Age, Gender, and Mental Health Outcomes in Two Consecutive Cross-Sectional Surveys in Northern Italy. Behavioral Sciences. 2023; 13(8):643. https://doi.org/10.3390/bs13080643
Chicago/Turabian StyleBarbieri, Verena, Giuliano Piccoliori, Angelika Mahlknecht, Barbara Plagg, Dietmar Ausserhofer, Adolf Engl, and Christian J. Wiedermann. 2023. "Adolescent Mental Health during the COVID-19 Pandemic: The Interplay of Age, Gender, and Mental Health Outcomes in Two Consecutive Cross-Sectional Surveys in Northern Italy" Behavioral Sciences 13, no. 8: 643. https://doi.org/10.3390/bs13080643
APA StyleBarbieri, V., Piccoliori, G., Mahlknecht, A., Plagg, B., Ausserhofer, D., Engl, A., & Wiedermann, C. J. (2023). Adolescent Mental Health during the COVID-19 Pandemic: The Interplay of Age, Gender, and Mental Health Outcomes in Two Consecutive Cross-Sectional Surveys in Northern Italy. Behavioral Sciences, 13(8), 643. https://doi.org/10.3390/bs13080643