| Literature DB >> 35055683 |
Michela Bersia1,2, Paola Berchialla3, Lorena Charrier1, Patrizia Lemma1, Alberto Borraccino1, Paola Nardone4, Daniela Pierannunzio4, Silvia Ciardullo4, Rosanna Irene Comoretto1, Paola Dalmasso1.
Abstract
(1) Aims: To explore temporal trends 2010-2018 of well-being among Italian adolescents and to evaluate potential explanatory factors. (2)Entities:
Keywords: Dual Factor Model; HBSC; adolescents; life satisfaction; mental health; psychological health complaints; temporal trend; well-being
Mesh:
Year: 2022 PMID: 35055683 PMCID: PMC8775535 DOI: 10.3390/ijerph19020863
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Confirmatory factor analysis (SEM, GSEM). Measures of fit (AIC, BIC) between a single factor (HC) and a double factor (PSY-HC and SOM-HC) model for health complaints, both dichotomized variable and score.
| AIC | BIC | df | |
|---|---|---|---|
|
| |||
| single factor | 4,101,076 | 4,101,316 | 24 |
| double factor | 4,057,805 | 4,058,056 | 25 |
|
| |||
| single factor | 1,171,920 | 1,172,160 | 24 |
| double factor | 1,141,340 | 1,141,591 | 25 |
Abbreviations. SEM: Structural equation modeling; GSEM: Generalized Structural Equation Modeling; AIC: Akaike Information Criterion; BIC: Bayesian Information Criterion; df: degrees of freedom; HC: ≥2 health complaints more than once a week; PSY-HC: ≥2 psychological health complaints more than once a week; SOM-HC: ≥2 somatic health complaints more than once a week.
Figure A1Confirmatory Factor Analysis on health complaints. Results from the double factor (PSY-HC and SOM-HC) model for the dichotomized variable. Standardized coefficients of correlation between latent and observed variables. Abbreviations. HC: ≥2 health complaints more than once a week; PSY-HC: ≥2 psychological health complaints more than once a week; SOM-HC: ≥2 somatic health complaints more than once a week.
Descriptive characteristics (%) of the total sample and across surveys.
| 2010 | 2014 | 2018 | Overall | |
|---|---|---|---|---|
| Males | 50.1 | 50.5 | 50.7 | 50.4 |
| Age | ||||
| 11 years | 35.7 | 36.4 | 36.6 | 36.2 |
| 13 years | 34.5 | 35.2 | 36.0 | 35.3 |
| 15 years | 29.8 | 28.4 | 27.5 | 28.5 |
| FAS | ||||
| Low | 13.3 | 24.7 | 22.3 | 20.0 |
| Medium | 43.9 | 51.7 | 51.0 | 48.9 |
| High | 42.9 | 23.6 | 26.7 | 31.1 |
| Geographic area | ||||
| Northern | 34.1 | 41.4 | 45.6 | 40.5 |
| Centre | 17.5 | 16.4 | 17.6 | 17.2 |
| Southern | 48.4 | 42.2 | 36.8 | 42.3 |
| Immigration background | 10.6 | 14.1 | 13.2 | 12.6 |
| High school work pressure | 41.8 | 51.3 | 54.9 | 49.4 |
| Good classmate support | 81.0 | 74.9 | 75.7 | 77.2 |
| Nontraditional family structure | 14.7 | 15.7 | 18.0 | 16.2 |
| Good mother support | 81.4 | 81.2 | 80.0 | 80.8 |
| Good father support | 61.1 | 66.1 | 63.9 | 63.7 |
| LS | 34.4 | 28.7 | 30.9 | 31.4 |
| HC | 47.3 | 47.5 | 52.2 | 49.1 |
| PSY-HC | 33.2 | 36.4 | 41.7 | 37.3 |
| SOM-HC | 19.1 | 19.3 | 20.7 | 19.7 |
| Health complaints (more than once a week) | ||||
| Headache | 26.1 | 24.4 | 24.7 | 25.1 |
| Stomachache | 15.3 | 14.2 | 16.0 | 15.2 |
| Backache | 14.0 | 16.1 | 17.1 | 15.7 |
| Dizziness | 13.8 | 15.5 | 16.4 | 15.2 |
| Feeling low | 31.7 | 34.1 | 34.0 | 33.3 |
| Irritability | 27.1 | 30.2 | 35.1 | 30.9 |
| Feeling nervous | 34.5 | 36.1 | 42.6 | 37.9 |
| Sleeping difficulty | 16.5 | 19.5 | 25.3 | 20.6 |
Abbreviations. LS: life satisfaction ≥ 9; HC: ≥2 health complaints more than once a week; PSY-HC: ≥2 psychological health complaints more than once a week; SOM-HC: ≥2 somatic health complaints more than once a week; FAS: family affluence scale.
Figure 1Prevalence (% (95%CI)) of LS (Panel A) and PSY-HC (Panel B), stratified by gender and age groups. Abbreviations: LS: life satisfaction ≥9; PSY-HC: ≥2 psychological health complaints more than once a week.
Prevalence (%) of outcome variables across surveys stratified by gender and age groups.
| Males | Females | |||||||
|---|---|---|---|---|---|---|---|---|
| 2010 | 2014 | 2018 | Overall | 2010 | 2014 | 2018 | Overall | |
|
| ||||||||
| Age | ||||||||
| 11 years | 47.8 | 40.9 | 43.0 | 44.0 | 49.5 | 42.3 | 44.2 | 45.3 |
| 13 years | 34.4 | 29.5 | 31.4 | 31.8 | 29.6 | 22.5 | 25.7 | 26.0 |
| 15 years | 24.1 | 18.8 | 20.3 | 21.1 | 16.5 | 12.3 | 13.6 | 14.2 |
|
| ||||||||
| Age | ||||||||
| 11 years | 41.7 | 36 | 42.9 | 40.4 | 48.4 | 46.4 | 50.7 | 48.6 |
| 13 years | 36.5 | 35.3 | 41.5 | 38.0 | 55.9 | 61.3 | 64.3 | 60.6 |
| 15 years | 38.2 | 39.4 | 44.2 | 40.7 | 63.5 | 69.9 | 72.9 | 68.7 |
|
| ||||||||
| Age | ||||||||
| 11 years | 26.7 | 25.4 | 31.5 | 28.0 | 28.6 | 30.5 | 37.6 | 32.5 |
| 13 years | 25.6 | 26.1 | 32.1 | 28.2 | 40.8 | 49.9 | 54.1 | 48.4 |
| 15 years | 29.6 | 30.5 | 35.9 | 32.1 | 49.1 | 60.1 | 63.3 | 57.3 |
|
| ||||||||
| Age | ||||||||
| 11 years | 16.9 | 12.3 | 15.2 | 14.9 | 23.6 | 22.8 | 22.6 | 23.0 |
| 13 years | 12.1 | 11.2 | 13.7 | 12.4 | 23.1 | 27.5 | 28.2 | 26.3 |
| 15 years | 11.5 | 11.2 | 13.6 | 12.1 | 27.3 | 31.8 | 32.1 | 30.3 |
Abbreviations. LS: life satisfaction ≥ 9; HC: ≥2 health complaints more than once a week; PSY-HC: ≥2 psychological health complaints more than once a week; SOM-HC: ≥2 somatic health complaints more than once a week.
Trend 2010–2018 of LS, HC, PSY-HC, and SOM-HC, stratified by gender and age groups. Results are reported as OR (95%CI).
| Males | Females | |||||
|---|---|---|---|---|---|---|
| 11 years | 13 years | 15 years | 11 years | 13 years | 15 years | |
|
| ||||||
| Overall trend from 2010 to 2018 (per year) | 0.99 | 1.00 | 0.98 | 0.99 | 1.00 | 1.00 |
| Survey | ||||||
| 2014 vs. 2010 | ||||||
| 2018 vs. 2010 | 0.92 | 0.99 | 0.89 | 1.01 | 0.97 | |
|
| ||||||
| Overall trend from 2010 to 2018 (per year) | 0.99 | 0.99 | ||||
| Survey | ||||||
| 2014 vs. 2010 | 0.90 | 1.04 | 1.11 | |||
| 2018 vs. 2010 | 0.92 | 0.93 | ||||
|
| ||||||
| Overall trend from 2010 to 2018 (per year) | 0.98 | 1.01 | 1.01 | |||
| Survey | ||||||
| 2014 vs. 2010 | 0.88 | 0.85 | 0.93 | 1.15 | ||
| 2018 vs. 2010 | 1.04 | 1.07 | ||||
|
| ||||||
| Overall trend from 2010 to 2018 (per year) | ||||||
| Survey | ||||||
| 2014 vs. 2010 | 0.94 | 1.08 | 0.96 | |||
| 2018 vs. 2010 | ||||||
In bold if p ≤ 0.05. Abbreviations. LS: life satisfaction ≥ 9; HC: ≥2 health complaints more than once a week; PSY-HC: ≥2 psychological health complaints more than once a week; SOM-HC: ≥2 somatic health complaints more than once a week. Adjustment variables: survey year, family affluence scale, schoolwork pressure, classmate support, mother support, father support, family structure, immigration background, geographic area
Figure 2Yearly adjusted trends of PSY-HC and LS from 2010 to 2018, stratified by gender and age groups. Results from multivariable logistic regression (OR (95%CI)). Abbreviations. LS: life satisfaction ≥9; PSY-HC: ≥2 psychological health complaints more than once a week. Adjustment variables: survey year, family affluence scale, schoolwork pressure, classmate support, mother support, father support, family structure, immigration background, geographic area.
Multivariable logistic regression (OR (95%CI)) predicting feeling low, irritability, feeling nervous and sleeping difficulty (PSY-HC), stratified by gender and age groups.
| Males | Females | |||||
|---|---|---|---|---|---|---|
| 11 Years | 13 Years | 15 Years | 11 Years | 13 Years | 15 Years | |
|
| ||||||
| Overall trend from 2010 to 2018 (per year) | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.01 |
| Survey | ||||||
| 2014 vs. 2010 | 0.93 | 0.99 | 0.97 | 0.98 | 1.07 | |
| 2018 vs. 2010 | 0.93 | 0.99 | 0.98 | 1.02 | 0.99 | 1.06 |
|
| ||||||
| Overall trend from 2010 to 2018 (per year) | ||||||
| Survey | ||||||
| 2014 vs. 2010 | 0.89 | 0.95 | 0.99 | 1.09 | ||
| 2018 vs. 2010 | ||||||
|
| ||||||
| Overall trend from 2010 to 2018 (per year) | ||||||
| Survey | ||||||
| 2014 vs. 2010 | 0.81 | 1.03 | ||||
| 2018 vs. 2010 | ||||||
|
| ||||||
| Overall trend from 2010 to 2018 (per year) | ||||||
| Survey | ||||||
| 2014 vs. 2010 | 1.07 | 1.01 | ||||
| 2018 vs. 2010 | ||||||
In bold if p ≤ 0.05. Abbreviations. PSY-HC: ≥2 psychological health complaints more than once a week. Adjustment variables: survey year, family affluence scale, schoolwork pressure, classmate support, mother support, father support, family structure, immigration background, geographic area.
Figure 3Multivariable regression analysis (OR (95%CI)) performed on LS (Panel A) and PSY-HC (Panel B), stratified by gender and age groups. Abbreviations. LS: life satisfaction ≥ 9; PSY-HC: ≥2 psychological health complaints more than once a week. Adjustment variables: survey year, family affluence scale, schoolwork pressure, classmate support, mother support, father support, family structure, immigration background, geographic area.
Multivariable logistic regression (OR (95%CI)) predicting LS, HC, PSY-HC, and SOM-HC, stratified by gender and age groups.
| Males | Females | |||||
|---|---|---|---|---|---|---|
| 11 Years | 13 Years | 15 Years | 11 Years | 13 Years | 15 Years | |
|
| ||||||
|
| ||||||
| 2014 vs. 2010 | ||||||
| 2018 vs. 2010 | 0.92 | 0.99 | 0.89 | 1.01 | 0.97 | |
|
| ||||||
| Middle vs. low | 1.09 | |||||
| High vs. low | ||||||
|
| ||||||
|
| 0.89 | 0.84 | ||||
|
| ||||||
|
| ||||||
|
| ||||||
|
| ||||||
| Centre vs. northern | 1.10 | 1.07 | 1.07 | 0.93 | ||
| Southern vs. northern | 1.12 | 1.09 | ||||
|
| 0.91 | 0.95 | 1.16 | 0.91 | 0.89 | 1.01 |
|
| ||||||
|
| ||||||
| 2014 vs. 2010 | 0.90 | 1.04 | 1.11 | |||
| 2018 vs. 2010 | 0.92 | 0.93 | ||||
|
| ||||||
| Middle vs. low | 0.96 | 0.89 | ||||
| High vs. low | ||||||
|
| ||||||
|
| ||||||
|
| ||||||
|
| ||||||
|
| ||||||
|
| ||||||
| Centre vs. northern | 1.10 | 1.08 | ||||
| Southern vs. northern | ||||||
|
| 0.90 | 1.03 | 0.98 | 1.10 | 1.04 | |
|
| ||||||
|
| ||||||
| 2014 vs. 2010 | 0.88 | 0.85 | 0.93 | 1.15 | ||
| 2018 vs. 2010 | 1.04 | 1.07 | ||||
|
| ||||||
| Middle vs. low | 0.98 | 0.95 | ||||
| High vs. low | 0.85 | 0.89 | 0.95 | |||
|
| ||||||
|
| 1.12 | 1.12 | 1.02 | |||
|
| 0.90 | |||||
|
| ||||||
|
| ||||||
|
| ||||||
| Centre vs. northern | 1.08 | 1.11 | 1.10 | |||
| Southern vs. northern | ||||||
|
| 1.09 | 0.92 | 1.13 | 1.01 | 1.03 | 1.10 |
|
| ||||||
|
| ||||||
| 2014 vs. 2010 | 0.94 | 1.08 | 0.96 | |||
| 2018 vs. 2010 | ||||||
|
| ||||||
| Middle vs. low | 1.00 | 1.01 | 0.91 | 0.99 | ||
| High vs. low | 1.02 | |||||
|
| ||||||
|
| ||||||
|
| ||||||
|
| ||||||
|
| ||||||
|
| ||||||
| Centre vs. northern | 1.10 | 1.10 | 1.06 | 1.09 | ||
| Southern vs. northern | 1.10 | |||||
|
| 0.94 | 0.98 | 0.98 | 1.10 | 1.08 | |
In bold if p ≤ 0.05. Abbreviations. LS: life satisfaction ≥ 9; HC: ≥2 health complaints more than once a week; PSY-HC: ≥2 psychological health complaints more than once a week; SOM-HC: ≥2 somatic health complaints more than once a week; FAS: family affluence scale. Adjustment variables: survey year, family affluence scale, schoolwork pressure, classmate support, mother support, father support, family structure, immigration background, geographic area.