Submitted:
10 May 2025
Posted:
12 May 2025
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Desing and Population
2.1.1. Inclusion Criteria
- Age years
- Current enrollment in the second year of the nursing program
- Willingness to participate in both evaluation periods.
2.1.2. Exclusion Criteria
- The presence of any physical limitation that prevented bioimpedance measurement.
- Ongoing use of pharmacological treatments that could influence body composition.
- The inability to complete the second assessment (e.g., absence on the exam day).
2.2. Intervention
2.3. Statistical Analysis
3. Results
3.1. General Characteristics of the Population
3.2. Comparative Results Between Pre-Exam and Exam Periods
3.2.1. Significant Changes Between the Two Phases
- Fat mass increased from a mean of 25.43% pre-exams to 28.79% during the exam period (p=0.016).
- Muscle mass decreased from 39.70 kg to 36.20 kg (p<0.001)(Figure 2).
- Visceral fat rose from a mean of 2.34 to 3.52 (p<0.001).
- The percentage of students with very high body fat increased from 38.9% to 63.9%, and those with high muscle mass decreased from 36.1% to 8.3%.
3.2.2. Significant Changes Observed in Dietary Habits
- Students consuming a second piece of fruit daily decreased from 52.8% to 33.3% (p=0.018).
- Fast food consumption increased from 48.6% to 52.8% (p=0.024).
- The proportion of students skipping breakfast rose from 13.9% to 51.4% (p<0.001).
- Consumption of pastries for breakfast increased from 23.6% to 45.8% (p=0.005).
- Daily candy consumption increased from 6.9% to 29.2% (p=0.001).
- Optimal diet quality decreased from 45.8% to 20.0% (p<0.001), with a drop in mean Kidmed score from 7.55 to 5.45 points (p<0.001). (Figure 4)
3.2.3. Significant Changes Observed y Physical Activity
- Days of vigorous physical activity decreased from 3.10 to 0.72 days/week (p<0.001).
- Vigorous activity time dropped from 229.02 to 30.69 minutes/week (p<0.001).
- The proportion of students with low physical activity rose from 4.2% to 59.7% (p<0.001), while those with high physical activity dropped from 84.7% to 11.1%.
- Mean sitting time increased from 408.24 to 543.61 minutes/day (p<0.001) (Figure 5).
3.3. Impact of Diet Quality on Body Composition
3.4. Impact of Physical Activity on Body Composition
4. Discussion
5. Conclusions
6. Limitations
- Limited and homogeneous sample: All participants were second-year nursing students from a single institution (University Complutense of Madrid), which restricts the external validity and generalizability of the findings to other academic disciplines or university contexts.
- Participant attrition: Of the initial 142 students, only 72 completed both stages of the study. This loss may introduce selection bias, as students experiencing higher stress or more unhealthy behaviors may have been less likely to complete the follow-up.
- Lack of objective stress measurement: Although academic stress is hypothesized as a key factor influencing lifestyle changes, no validated tool (e.g., Perceived Stress Scale or Academic Stress Inventory) was used to assess it. This limits the ability to quantify its specific impact.
- Self-reported data: Both dietary habits (Kidmed) and physical activity (IPAQ) were assessed using self-administered questionnaires, which may be subject to social desirability bias and recall errors.
- Observational study design: The study’s correlational and observational nature precludes causal inference. Therefore, it cannot be concluded with certainty that exam preparation or stress directly caused the observed changes in body composition.
7. Future Research Directions
- Incorporate validated stress measurement tools: Future studies should assess perceived stress levels using validated scales (e.g., PSS), allowing for direct correlation between stress and changes in health-related behaviors and outcomes.
- Expand to other academic disciplines and institutions: Replicating the study across different fields of study and universities would enhance the generalizability and robustness of the findings.
- Intervention-based studies: Experimental or quasi-experimental designs could assess the effectiveness of specific interventions (e.g., brief educational sessions, mindfulness, or physical activity programs) implemented during exam periods to mitigate negative outcomes.
- Extended longitudinal follow-up: Investigating whether the changes in body composition are transient or sustained over time could provide insight into their potential long-term health implications.
- Objective measurement of diet and physical activity: The use of accelerometers, 24-hour dietary recalls, or nutritional biomarkers could improve the accuracy and reliability of lifestyle data collection.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| BMI | Body mass index |
| IPAQ | International Physical Activity Questionnaire |
| SD | Standart desviation |
| T2D | Type 2 diabetes |
Appendix A
| Item | Adherence to the Mediterranean Diet | Points |
|---|---|---|
| 1 | I eat a dairy product for breakfast (milk, yogurt, etc.) | +1 |
| 2 | I eat a cereal or cereal-based product for breakfast (e.g., bread) | +1 |
| 3 | I skip breakfast | −1 |
| 4 | I eat industrial pastries, cookies, or cakes for breakfast | −1 |
| 5 | I consume one fruit or a natural juice every day | +1 |
| 6 | I consume a second piece of fruit every day | +1 |
| 7 | I eat fresh (e.g., salad) or cooked vegetables at least once a day | +1 |
| 8 | I eat fresh or cooked vegetables more than once a day | +1 |
| 9 | I eat 2 yogurts and/or 40 g of cheese daily | +1 |
| 10 | I eat fish at least 2–3 times a week | +1 |
| 11 | I go to a fast-food restaurant (e.g., burger place, pizzeria) or order food for delivery at least once a week | −1 |
| 12 | I like legumes (chickpeas, lentils, etc.) and eat them 2–3 times a week | +1 |
| 13 | I eat pasta or rice almost daily (5 or more times a week) | +1 |
| 14 | Olive oil is used at home | +1 |
| 15 | I frequently eat unsalted nuts (at least 2–3 times a week) | +1 |
| 16 | I eat sweets, candies, or ice cream several times a day | −1 |
| 17 | I snack daily between meals (e.g., chips, salty snacks, popcorn) | −1 |
| 18 | I drink sugary beverages, packaged juices, and/or milkshakes every day | −1 |
| 19 | I drink three or more glasses of water per day | +1 |
| Level | Criteria |
|---|---|
| High | - Vigorous-intensity activity on at least 3 days, achieving a minimum of 1500 MET-min/week, or - 7 or more days of any combination of walking, moderate- or vigorous-intensity activities achieving a minimum of 3000 MET-min/week |
| Moderate | - 3 or more days of vigorous-intensity activity of at least 20 minutes/day, or - 5 or more days of moderate-intensity activity and/or walking of at least 30 minutes/day, or - 5 or more days of any combination of walking, moderate- or vigorous-intensity activities achieving a minimum of 600 MET-min/week |
| Low | - Does not meet criteria for high or moderate physical activity levels |
| Age (years) | Low | Normal | High | Very High |
|---|---|---|---|---|
| Men | ||||
| 10–14 | <11% | 11–16% | 16.1–21% | >21% |
| 15–19 | <12% | 12–17% | 17.1–22% | >22% |
| 20–29 | <13% | 13–18% | 18.1–23% | >23% |
| 30–39 | <14% | 14–19% | 19.1–24% | >24% |
| 40–49 | <15% | 15–20% | 20.1–25% | >25% |
| 50–59 | <16% | 16–21% | 21.1–26% | >26% |
| 60–69 | <17% | 17–22% | 22.1–27% | >27% |
| 70+ | <18% | 18–23% | 23.1–28% | >28% |
| Women | ||||
| 10–14 | <16% | 16–21% | 21.1–26% | >26% |
| 15–19 | <17% | 17–22% | 22.1–27% | >27% |
| 20–29 | <18% | 18–23% | 23.1–28% | >28% |
| 30–39 | <19% | 19–24% | 24.1–29% | >29% |
| 40–49 | <20% | 20–25% | 25.1–30% | >30% |
| 50–59 | <21% | 21–26% | 26.1–31% | >31% |
| 60–69 | <22% | 22–27% | 27.1–32% | >32% |
| 70+ | <23% | 23–28% | 28.1–33% | >33% |
| Age (years) | Low | Normal | High |
|---|---|---|---|
| Men | |||
| 10–14 | <44 | 44–57 | >57 |
| 15–19 | <43 | 43–56 | >56 |
| 20–29 | <42 | 42–54 | >54 |
| 30–39 | <41 | 41–52 | >52 |
| 40–49 | <40 | 40–50 | >50 |
| 50–59 | <39 | 39–48 | >48 |
| 60–69 | <38 | 38–47 | >47 |
| 70+ | <37 | 37–46 | >46 |
| Women | |||
| 10–14 | <36 | 36–43 | >43 |
| 15–19 | <35 | 35–41 | >41 |
| 20–29 | <34 | 34–39 | >39 |
| 30–39 | <33 | 33–38 | >38 |
| 40–49 | <31 | 31–36 | >36 |
| 50–59 | <29 | 29–34 | >34 |
| 60–69 | <28 | 28–33 | >33 |
| 70+ | <27 | 27–32 | >32 |
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| n=142 | ||
|---|---|---|
| Age mean (SD) | 22.54 (7.38) | |
| Gender n(%) | Man | 30.00 (21.10) |
| Woman | 112 (78.90) | |
| Weight mean (SD) | 63.32 (10.79) | |
| Height mean (SD) | 165.89 (7.94) | |
| BMI mean (SD) | 23.04 (3.31) | |
| Fat mass mean (SD) | 26.07 (8.37) | |
| Body fat range n(%) | Low | 18.00 (12.70) |
| Moderate | 22.00 (15.50) | |
| High | 42.00 (29.60) | |
| Very high | 60.00 (42.30) | |
| Muscular Mass mean (SD) | 38.96 (5.37) | |
| Body muscular range n (%) | Low | 28.00 (19.70) |
| Moderate | 72.00 (50.70) | |
| High | 42.00 (29.60) | |
| Smoking habit n(%) | Yes | 28.00 (19.70) |
| No | 114.00 (80.30) | |
| Caffeine intake n(%) | Yes | 93.00 (65.50) |
| No | 49.00 (34.50) | |
| Daily cups of coffee consumption n(%) | Yes | 1.59 (0.76) |
| Cola drink consumption n(%) | Yes | 38.00 (26.80) |
| No | 104.00 (73.20) | |
| Energy drink consumption n(%) | Yes | 19.00 (13.40) |
| No | 123.00 (86.60) | |
| Fruit or juice consumption n(%) | Yes | 118.00 (83.10) |
| No | 24.00 (16.90) | |
| Intake of a second piece of fruit n(%) | Yes | 69.00 (48.60) |
| No | 73.00 (51.40) | |
| Daily intake of fresh or cooked vegetables (once per day) n(%) | Yes | 115.00 (81.00) |
| n=142 | ||
| No | 27.00 (19.00) | |
| Intake of fresh or cooked vegetables more than once daily n(%) | Yes | 73.00 (51.40) |
| No | 69.00 (48.60) | |
| Intake of fish 2–3 times per week n(%) | Yes | 84.00 (59.20) |
| No | 58.00 (40.80) | |
| Visits to fast food restaurants ( time per week) n(%) | Yes | 44.00 (31.00) |
| No | 98.00 (69.00) | |
| Legume intake more than once weekly n(%) | Yes | 127.00 (89.40) |
| No | 15.00 (10.60) | |
| Pasta or rice intake times per week | Yes | 55.00 (38.70) |
| No | 87.00 (61.30) | |
| Cereal or cereal-derived product consumption at breakfast n(%) | Yes | 106.00 (74.60) |
| No | 36.00 (25.40) | |
| Nut intake 2 to 3 times weekly n(%) | Yes | 81.00 (57.00) |
| No | 61.00 (43.00) | |
| Olive oil consumption n(%) | Yes | 150.00 (98.60) |
| No | 2.00 (1.40) | |
| Habitually skips breakfast n(%) | Yes | 19.00 (13.40) |
| No | 123.00 (86.60) | |
| Breakfast includes a dairy product n(%) | Yes | 115.00 (81.00) |
| No | 27.00 (19.00) | |
| Breakfast includes industrial pastries n(%) | Yes | 28.00 (19.70) |
| No | 114.00 (80.30) | |
| Intake of at least 2 yogurts daily n(%) | Yes | 66.00 (46.50) |
| No | 76.00 (53.50) | |
| Intake of sweets several times per day n(%) | Yes | 10.00 (7.00) |
| No | 132.00 (93.00) | |
| Nutritional score n(%) | Low quality | 4.00 (2.80) |
| Moderate quality | 69.00 (48.60) | |
| High quality | 69.00 (48.60) | |
| Days of vigorous physical activity, mean (SD) | 3.14 (1.40) | |
| Minutes of vigorous physical activity, mean (SD) | 253.49 (172.65) | |
| Days of moderate physical activity, mean (SD) | 2.91 (1.60) | |
| Minutes of moderate physical activity, mean (SD) | 189.79 (158.96) | |
| At least 10 consecutive minutes of walking in the past 7 days, mean (SD) | 6.32 (1.31) | |
| Minutes of walking per day, mean (SD) | 492 (404.31) | |
| Daily sitting time, mean (SD) | 394.51 (147.61) | |
| Exercise score n(%) | Low | 7.00 (4.90) |
| Moderate | 21.00 (14.80) | |
| High | 114.00 (80.30) |
| Before (n=72) | After (n=72) | p | ||
|---|---|---|---|---|
| Age mean (SD) | 21.94 (5.52) | 21.94 (5.52) | ||
| Gender n(%) | Man | 15.00 (20.80) | 15.00 (20.80) | |
| Woman | 57.00 (79.20) | 57.00 (79.20) | ||
| Weight mean (SD) | 64.14 (10.52) | 65.63 (11.96) | 0.489 | |
| Height mean (SD) | 165.83 (8.30) | 165.83 (8.30) | 1 | |
| BMI mean (SD) | 23.32 (3.45) | 24.10 (3.86) | 0.355 | |
| Fat mass mean (SD) | 25.43 (8.20) | 28.79 (8.35) | 0.016 | |
| Body fat range n(%) | Low | 18.00 (12.70) | 6.00 (8.30) | 0.028 |
| Moderate | 22.00 (15.50) | 6.00 (8.30) | ||
| High | 25.00 (29.60) | 14.00 (19.40) | ||
| Very high | 28.00 (38.90) | 46.00 (63.90) | ||
| Muscular Mass mean (SD) | 38.96 (5.37) | 39.70 (5.35) | ||
| Body muscular range n (%) | Low | 11.00 (15.30) | 35.00 (48.60) | <0.001 |
| Moderate | 35.00 (48.60) | 31.00 (43.10) | ||
| High | 26.00 (36.10) | 6.00 (8.30) | ||
| Smoking habit n(%) | Yes | 11.00 (15.30) | 11.00 (15.30) | 1 |
| No | 61.00 (84.70) | 61.00 (84.70) | ||
| Caffeine intake n(%) | Yes | 42.00 (58.30) | 45.00 (63.40) | 0.536 |
| No | 30.00 (41.70) | 26.00 (36.60) | ||
| Daily cups of coffee consumption n(%) | Yes | 1.60 (0.82) | 1.60 (0.82) | 1 |
| Cola drink consumption n(%) | Yes | 18.00 (25.00) | 22 (30.60) | 0.456 |
| No | 54.00 (75.00) | 50.00 (69.40) | ||
| Energy drink consumption n(%) | Yes | 8.00 (11.10) | 11.00 (15.30) | 0.460 |
| No | 64.00 (88.90) | 61.00 (84.70) | ||
| Fruit or juice consumption n(%) | Yes | 61.00 (84.70) | 59.00 (81.90) | 0.655 |
| No | 11.00 (15.30) | 13.00 (18.10) | ||
| Intake of a second piece of fruit n(%) | Yes | 38.00 (52.80) | 24.00 (33.30) | 0.018 |
| No | 34.00 (47.20) | 48.00 (66.70) | ||
| Daily intake of fresh or cooked vegetables (once per day) n(%) | Yes | 57.00 (79.20) | 49.00 (68.10) | 0.130 |
| No | 15.00 (20.80) | 23.00 (31.90) | ||
| Intake of fresh or cooked vegetables more than once daily n(%) | Yes | 31.00 (43.10) | 31.00 (43.10) | 1 |
| No | 41.00 (56.90) | 41.00 (56.90) | ||
| Intake of fish 2–3 times per week n(%) | Yes | 38.00 (52.80) | 35.00 (48.60) | 0.617 |
| No | 34.00 (47.20) | 37.00 (51.40) | ||
| Visits to fast food restaurants ( time per week) n(%) | Yes | 35.00 (48.60) | 38.00 (52.80) | 0.024 |
| No | 37.00 (51.40) | 34.00 (47.20) | ||
| Legume intake more than once weekly n(%) | Yes | 61.00 (84.70) | 57.00 (79.20) | 0.386 |
| No | 11.00 (15.30) | 15.00 (20.80) | ||
| Pasta or rice intake times per week | Yes | 29.00 (40.30) | 23.00 (31.90) | 0.298 |
| No | 43.00 (59.70) | 49.00 (68.10) | ||
| Cereal or cereal-derived product consumption at breakfast n(%) | Yes | 52.00 (72.20) | 53.00 (73.60) | 0.851 |
| No | 20.00 (27.80) | 19.00 (26.40) | ||
| Nut intake 2 to 3 times weekly n(%) | Yes | 39.00 (54.20) | 39.00 (54.20) | 1 |
| No | 33.00 (45.80) | 33.00 (45.80) | ||
| Olive oil consumption n(%) | Yes | 71.00 (98.60) | 68.00 (94.40) | 0.172 |
| No | 1.00 (1.40) | 4.00 (5.60) | ||
| Habitually skips breakfast n(%) | Yes | 10.00 (13.90) | 37.00 (51.40) | <0.001 |
| No | 62.00 (86.10) | 35.00 (48.60) | ||
| Breakfast includes a dairy product n(%) | Yes | 58.00 (80.60) | 53.00 (73.60) | 0.322 |
| No | 14.00 (19.40) | 19.00 (26.40) | ||
| Breakfast includes industrial pastries n(%) | Yes | 17.00 (23.60) | 33.00 (45.80) | 0.005 |
| No | 55.00 (76.40) | 39.00 (54.20) | ||
| Intake of at least 2 yogurts daily n(%) | Yes | 42.00 (58.30) | 40.00 (55.60) | 0.736 |
| No | 30.00 (41.70) | 32.00 (44.40) | ||
| Intake of sweets several times per day n(%) | Yes | 5.00 (6.90) | 21.00 (29.20) | 0.001 |
| No | 67.00 (93.10) | 51.00 (70.80) | ||
| Nutritional score n(%) | Low quality | 3.00 (4.20) | 17.00 (24.30) | <0.001 |
| Moderate quality | 36.00 (50.00) | 39.00 (55.70) | ||
| High quality | 33.00 (45.80) | 14.00 (20.00) | ||
| Overall dietary score n(%) | 7.55 (1.97) | 5.45 (2.14) | <0.001 | |
| Days of vigorous physical activity, mean (SD) | 3.10 (1.41) | 0.72 (1.07) | <0.001 | |
| Minutes of vigorous physical activity, mean (SD) | 229.02 (169.71) | 30.69 (60.25) | <0.001 | |
| Days of moderate physical activity, mean (SD) | 2.83 (1.63) | 1.15 (1.64) | <0.001 | |
| Minutes of moderate physical activity, mean (SD) | 196.17 (165.59) | 57.50 (125.03) | <0.001 | |
| At least 10 consecutive minutes of walking in the past 7 days, mean (SD) | 6.41 (1.11) | 3.79 (2.23) | <0.001 | |
| Minutes of walking per day, mean (SD) | 506.55 (391.85) | 168.83 (174.90) | <0.001 | |
| Daily sitting time minutes, mean (SD) | 408.24 (154.28) | 543.61 (237.48) | <0.001 | |
| Exercise score n(%) | Low | 3.00 (4.20) | 43.00 (59.70) | <0.001 |
| Moderate | 8.00 (11.10) | 21.00 (29.20) | ||
| High | 61.00 (84.70) | 8.00 (11.10) |
| Fat | Visceral tissue | Muscle | |
|---|---|---|---|
| Low-quality diet (SD) | 30.10 (8.73) | 4.14 (2.51) | 35.16 (5.41) |
| Moderate-quality diet (SD) | 29.60 (7.35) | 3.57 (2.45) | 35.71 (3.94) |
| High-quality diet (SD) | 24.91 (10.29) | 2.78 (1.96) | 38.64 (5.16) |
| Fat | Visceral tissue | Muscle | |
|---|---|---|---|
| Low-physical activity (SD) | 30.31 (7.72) | 3.90 (2.67) | 35.25 (4.51) |
| Moderate-physical activity (SD) | 26.40 (8.34) | 3.04 (1.77) | 37.81 (4.15) |
| Vigorous-physical activity (SD) | 26.95 (10.73) | 2.75 (1.58) | 37.33 (5.52) |
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