A Biopsychosocial and Environmental Perspective of Youth Health Literacy in Portugal
Abstract
:1. Introduction
2. Materials and Methods
2.1. Participants
2.2. Measures and Variables
2.3. Data Analysis
3. Results
4. Discussion
4.1. Main Findings of This Study
4.2. Limitations of the Study
4.3. What This Study Adds
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variables | % or M ± SD |
---|---|
Gender (n = 7355) | |
Male | 46.1 (3394) |
Female | 53.9% (3961) |
Age (n = 7649) | 15.05 ± 2.36 Min = 10.33; Max = 23.17 |
Socioeconomic status (SES) (n = 7649) | 13.87 ± 2.19 Min = 7; Max = 19 |
Chronic disease (n = 7649) | |
Yes | 18.9 (1442) |
No | 81.1 (6207) |
Well-being (n = 7649) | 36.62 ± 7.14 Min = 12; Max = 50 |
Stress (n = 7649) | 11.04 ± 3.06 Min = 4; Max = 20 |
Future expectations (n = 5881) | 7.05 ± 2.08 Min = 0; Max = 10 |
Body image (n = 7649) | |
I do not like my body | 49.6 (3792) |
I like my body | 50.4 (3857) |
Practice of physical activity in the last 7 days (n = 7649) | 3.78 ± 2.04 Min = 0; Max = 7 |
Vegetable intake (n = 7649) | |
Insufficient vegetable intake | 65.1 (4983) |
Healthy vegetable intake (every day) | 34.9 (2666) |
Updated vaccines (n = 7649) | |
Not having up-to-date vaccinations | 27.7 (2122) |
Having up-to-date vaccinations | 72.3 (5527) |
Hours of sleep (n = 7649) | |
Unhealthy sleeping habits | 57.5 (4401) |
Healthy sleep habits (9 h or more per night) | 42.5 (3248) |
Screen time (n = 5881) | 22.99 ± 6.65 Min = 9; Max = 45 |
Lifetime cigarette consumption (n = 7649) | |
Did not consume | 84.8 (6490) |
Consume | 15.2 (1159) |
Lifetime alcohol consumption (n = 7649) | |
Did not consume | 56.7 (4340) |
Consume | 43.3 (3309) |
Drug use in the last month (n = 7649) | |
Did not consume | 95.8 (7331) |
Consume | 4.2 (318) |
Violent behavior—Aggressor (n = 7649) | |
Did not attack anyone | 92.3 (7058) |
Attacked someone | 7.7 (591) |
Violent behavior—Victim (n = 7649) | |
Was not a victim | 83.3 (6369) |
Was a victim | 16.7 (1280) |
Family support (n = 7649) | 22.67 ± 6.63 Min = 4; Max = 28 |
Relationship with teachers (n = 7649) | 6.74 ± 2.54 Min = 3; Max = 15 |
Relationship with peers (n = 7649) | 6.43 ± 2.54 Min = 3; Max = 15 |
Online contact with friends (n = 7649) | 15.18 ± 4.41 Min = 4; Max = 24 |
Use of social networks (n = 7649) | 15.08 ± 5.65 Min = 10; Max = 30 |
Pressure with school (n = 7649) | |
Does not feel pressure | 38.4 (2940) |
Feels pressure | 61.6 (4709) |
School safety (n = 7649) | |
Does not feel safe | 5.2 (306) |
Feels safe | 94.8 (5575) |
Safety in the area where you live (n = 7649) | |
Does not feel safe | 3.3 (194) |
Feels safe | 96.7 (5687) |
Health literacy (n = 7649) | 31.47 ± 5.08 Min = 10; Max = 40 |
Variables | Measure |
---|---|
Gender * | 1—Male; 2—Female |
Socioeconomic status (SES) | FAS Scale: Family Affluence Scale, six items reflecting the family’s material resources, such as owning a car or individual computer. The FAS score [26,27] was calculated for each adolescent based on the responses to these six items on a scale ranging from 0 to 13 points, with the highest values indicating better financial level. |
Chronic disease * | 1—Yes; 2—No |
Well-being | Scale with 10 items with scores from 0 to 5. Results vary from 5 to 50. Higher values reveal a better perception of well-being. |
Stress | Scale with four items with scores from 0 to 5. Results vary from 5 to 20. Higher values reveal greater stress. |
Future expectations | Scale adapted from [28], composed of 11 steps, where the lowest step (0) corresponds to worst future expectations and the highest step (10) to better future expectations. |
Body image * | 1—I do not like my body; 2—I like my body |
Practice of physical activity in the last 7 days | Scale from 0 to 7, where the lowest number (0) corresponds to 0 days of physical activity and the highest number (7) to 7 days of physical activity. |
Vegetable intake * | 1—Insufficient vegetable intake; 2—Healthy vegetable intake (every day) |
Updated vaccines * | 1—Not having up-to-date vaccinations; 2—Having up-to-date vaccinations |
Hours of sleep * | 1—Unhealthy sleeping habits; 2—Healthy sleep habits (9 h or more per night) |
Screen Time | Scale with 10 items with scores from 1 to 5. Results vary from 5 to 50. Higher values reveal more screen time. |
Lifetime cigarette consumption * | 1—No consumption; 2—Consumption |
Lifetime alcohol consumption * | 1—No consumption; 2—Consumption |
Drug use in the last month * | 1—No consumption; 2—Consumption |
Violent behavior—Aggressor * | 1—Not aggressor; 2—Aggressor |
Violent behavior—Victim * | 1—Not a victim; 2—Victim |
Family support | Scale with four items, on a 7-point Likert scale (1—very strongly disagree; 7—very strongly agree. Higher values reveal greater family support. |
Relationship with teachers | Scale with three items on a five-point Likert scale (1—totally agree; 5—totally disagree). Higher values reveal a worse relationship with teachers. |
Relationship with peers | Scale with three items on a five-point Likert scale (1—totally agree; 5—totally disagree). Higher values reveal a worse relationship with peers. |
Online contact with friends | Scale with four items on a five-point Likert scale (1—totally agree;5—totally disagree). Higher values reveal more online contact with different types of friends. |
Use of social networks | Scale with nine items about the use of different social networks in a dichotomic answer (No/Yes). Higher values reveal more diversity in using social networks. |
Pressure with school * | 1—Does not feel pressure; 2—Feels pressure |
School safety * | 1—Does not feel safe; 2—Feels safe |
Safety in the area where you live * | 1—Does not feel safe; 2—Feels safe |
Health literacy | Scale with 10 items with scores from 0 to 5. Results vary from 5 to 50. Higher values reveal a better perception of health literacy. |
Nonstandardized Coefficient | Standardized Coefficient | t | ||
---|---|---|---|---|
B | Standard Error | β | ||
Constant | 17.66 | 1.41 | 12.59 *** | |
Gender | 0.98 | 0.13 | 0.10 | 7.41 *** |
Age | 0.13 | 0.04 | 0.05 | 3.41 *** |
Socioeconomic status (SES) | 0.03 | 0.03 | 0.02 | 1.23 |
Chronic disease | −0.08 | 0.15 | −0.01 | −0.54 |
Well-being | 1.49 | 0.14 | 0.21 | 10.94 *** |
Stress | −0.08 | 0.03 | −0.05 | −3.05 ** |
Future expectations | 0.25 | 0.03 | 0.11 | 7.72 *** |
Body image | 0.35 | 0.12 | 0.04 | 2.91 ** |
Practice of physical activity in the last 7 days | 0.18 | 0.03 | 0.08 | 5.76 *** |
Vegetable intake | 0.96 | 0.13 | 0.09 | 7.57 *** |
Updated vaccines | 1.68 | 0.26 | 0.08 | 6.56 *** |
Hours of sleep | 0.32 | 0.12 | 0.03 | 2.75 ** |
Screen Time | −0.03 | 0.01 | −0.03 | −2.63 ** |
Lifetime cigarette consumption | 0.24 | 0.18 | 0.02 | 1.35 |
Lifetime alcohol consumption | 0.24 | 0.13 | 0.02 | 1.78 |
Drug use in the last month | −0.61 | 0.29 | −0.03 | −2.07 * |
Violent behavior—Aggressor | −0.76 | 0.24 | −0.04 | −3.16 ** |
Violent behavior—Victim | −0.28 | 0.18 | −0.02 | −1.54 |
Family support | 0.05 | 0.01 | 0.07 | 4.64 *** |
Relationship with teachers | −0.22 | 0.08 | −0.04 | −2.58 * |
Relationship with peers | −0.06 | 0.03 | −0.03 | −2.37 * |
Online contact with friends | 0.07 | 0.02 | 0.06 | 4.82 *** |
Use of social networks | −0.04 | 0.01 | −0.04 | −3.41 *** |
School pressure | 0.39 | 0.14 | 0.04 | 2.77 ** |
School safety perception | −0.84 | 0.28 | −0.04 | −2.99 ** |
Community safety perception | −0.05 | 0.33 | −0.00 | −0.15 |
Nonstandardized Coefficient | Standardized Coefficient | t | ||
---|---|---|---|---|
B | Standard Error | β | ||
Sociodemographic variables for the health literacy model | ||||
Constant | 27.33 | 0.79 | 34.69 *** | |
Gender | −0.02 | 0.13 | −0.00 | −0.13 |
Age | 0.05 | 0.04 | 0.02 | 1.23 |
Socioeconomic status (SES) | 0.24 | 0.03 | 0.11 | 8.12 *** |
Biopsychological variables for the health literacy model | ||||
Constant | 16.44 | 1.06 | 15.48 *** | |
Gender | 1.19 | 0.13 | 0.12 | 9.38 *** |
Age | 0.17 | 0.03 | 0.06 | 5.06 *** |
Socioeconomic status (SES) | 0.11 | 0.03 | 0.05 | 4.10 *** |
Chronic disease | −0.10 | 0.15 | −001 | −0.63 |
Well-being | 2.17 | 0.12 | 0.31 | 17.67 *** |
Stress | −0.10 | 0.03 | −0.06 | −3.67 *** |
Future expectations | 0.33 | 0.03 | 0.14 | 9.98 *** |
Lifestyle variables for the health literacy model | ||||
Constant | 20.69 | 0.90 | 23.13 *** | |
Gender | 0.22 | 0.17 | 0.02 | 1.70 |
Age | 0.10 | 0.04 | 0.04 | 2.50 ** |
Socioeconomic status (SES) | 0.13 | 0.03 | 0.06 | 4.30 *** |
Body image | 1.08 | 0.13 | 0.11 | 8.55 *** |
Practice of physical activity in the last 7 days | 0.36 | 0.03 | 0.15 | 10.98 *** |
Vegetable intake | 1.34 | 0.13 | 0.13 | 10.06 *** |
Updated vaccines | 2.25 | 0.27 | 0.11 | 8.32 *** |
Hours of sleep | 0.70 | 0.13 | 0.07 | 5.62 *** |
Screen time | −0.02 | 0.01 | −0.03 | −2.44 * |
Lifetime cigarette consumption | −0.17 | 0.19 | −0.01 | −0.93 |
Lifetime alcohol consumption | −0.03 | 0.14 | −0.00 | −0.18 |
Drug use in the last month | 0.87 | 0.31 | −0.04 | −2.79 |
Violent behavior—Aggressor | −1.13 | 0.26 | −0.06 | −4.42 *** |
Violent behavior—Victim | −0.95 | 0.19 | −0.07 | −4.98 *** |
Social variables for the health literacy model | ||||
Constant | 25.96 | 0.66 | 39.41 *** | |
Gender | 0.57 | 0.11 | 0.06 | 5.13 *** |
Age | 1.04 | 0.02 | 0.02 | 1.60 |
Socioeconomic status (SES) | 0.17 | 0.03 | 0.07 | 6.68 *** |
Family support | 0.16 | 0.01 | 0.21 | 18.13 *** |
Relationship with teachers | −0.27 | 0.03 | −0.13 | −10.58 *** |
Relationship with peers | −0.15 | 0.03 | −0.08 | −6.11 *** |
Online contact with friends | 0.11 | 0.01 | 0.10 | 8.79 *** |
Use of social networks | −0.06 | 0.01 | −0.07 | −6.18 *** |
Environment for the health literacy model | ||||
Constant | 24.02 | 1.21 | 19.87 *** | |
Gender | 0.16 | 0.14 | 0.12 | 1.18 |
Age | 0.07 | 0.04 | 0.02 | 1.79 |
Socioeconomic status (SES) | 0.23 | 0.03 | 0.10 | 7.73 *** |
School pressure | −0.54 | 0.15 | −0.05 | −3.60 *** |
School safety perception | 1.10 | 0.31 | 0.05 | 3.56 *** |
Community safety perception | 0.83 | 0.37 | 0.03 | 2.27 * |
R2 | F | gl | p | |
---|---|---|---|---|
Global model | 0.22 | 61.121 | 26 | ≤0.001 |
Sociodemographic model | 0.01 | 21.984 | 3 | ≤0.001 |
Biopsychological model | 0.17 | 169.281 | 7 | ≤0.001 |
Lifestyle model | 0.11 | 50.340 | 14 | ≤0.001 |
Social model | 0.14 | 146.573 | 8 | ≤0.001 |
Environmental model | 0.01 | 15.567 | 6 | ≤0.001 |
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Gaspar, T.; Arriaga, M.; Carvalho, M.; Botelho-Guedes, F.; Cerqueira, A.; Gaspar-Matos, M. A Biopsychosocial and Environmental Perspective of Youth Health Literacy in Portugal. Children 2025, 12, 410. https://doi.org/10.3390/children12040410
Gaspar T, Arriaga M, Carvalho M, Botelho-Guedes F, Cerqueira A, Gaspar-Matos M. A Biopsychosocial and Environmental Perspective of Youth Health Literacy in Portugal. Children. 2025; 12(4):410. https://doi.org/10.3390/children12040410
Chicago/Turabian StyleGaspar, Tania, Miguel Arriaga, Marina Carvalho, Fábio Botelho-Guedes, Ana Cerqueira, and Margarida Gaspar-Matos. 2025. "A Biopsychosocial and Environmental Perspective of Youth Health Literacy in Portugal" Children 12, no. 4: 410. https://doi.org/10.3390/children12040410
APA StyleGaspar, T., Arriaga, M., Carvalho, M., Botelho-Guedes, F., Cerqueira, A., & Gaspar-Matos, M. (2025). A Biopsychosocial and Environmental Perspective of Youth Health Literacy in Portugal. Children, 12(4), 410. https://doi.org/10.3390/children12040410