| Literature DB >> 35277563 |
Miquel Casas1,2, Rosa Bosch3,4,5, Mireia Pagerols1, Raquel Prat1,6, Cristina Rivas1, Gemma Español-Martín7,2,8, Júlia Puigbó1, Èlia Pagespetit1, Josep Maria Haro9,10, Josep Antoni Ramos-Quiroga7,2,8,10.
Abstract
Psychiatric symptoms have consistently been associated with negative educational outcomes. However, possible confounding variables, such as comorbid mental and environmental conditions, have not been well addressed. This study examined whether mental health problems were significantly linked to academic performance in a Spanish school-based sample, after adjustment for co-occurring psychiatric symptoms and multiple contextual factors. Parents completed a questionnaire regarding child's sociodemographic characteristics (i.e., gender, age, type of school, socioeconomic status, ethnicity), stressful events (i.e., adoption, parental divorce/separation, grade retention) and lifestyle (i.e., diet, sleep, screen time), along with the Child Behavior Checklist (CBCL). Academic performance was obtained from school records. The sample comprised 7036 students aged 5-17 with full data on the CBCL. Mixed-effects ordinal logistic regression analyses were conducted to investigate the association between psychopathology and academic achievement, controlling for potential confounders. When examined separately, higher scores on the CBCL scales were related to lower grades, regardless of sociodemographic factors. However, after controlling for the presence of other psychiatric symptoms, we found that students who reported more anxious/depressed and thought problems were less likely to perform poorly, while those with increased levels of attention problems and delinquent behavior had higher risk for academic underachievement. These associations remained mainly the same once stressful events and lifestyle were taken into account. This investigation demonstrates that anxious/depressed symptoms, thought problems, attention problems, and delinquent behavior are independently associated with academic performance, which emphasize the need for preventive and treatment interventions targeted at students' mental health to improve their psychological well-being and functioning at school.Entities:
Mesh:
Year: 2022 PMID: 35277563 PMCID: PMC8917234 DOI: 10.1038/s41598-022-08242-9
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Distribution of psychiatric symptoms, sociodemographic factors, stressful life events, and lifestyle variables by academic outcomes.
| First language | Foreign language | Mathematics | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| D | C | B | A | D | C | B | A | D | C | B | A | |
| Withdrawn | 4.2 (3.3) | 3.0 (2.6) | 2.3 (2.2) | 2.1 (1.9) | 4.0 (3.0) | 2.9 (2.6) | 2.3 (2.1) | 2.1 (2.1) | 3.6 (3.0) | 2.9 (2.6) | 2.3 (2.1) | 2.2 (2.1) |
| Somatic complaints | 2.1 (2.3) | 1.6 (2.0) | 1.2 (1.5) | 1.1 (1.4) | 2.2 (2.4) | 1.5 (1.9) | 1.2 (1.5) | 1.1 (1.5) | 2.0 (2.3) | 1.5 (1.9) | 1.2 (1.5) | 1.0 (1.3) |
| Anxious/depressed | 6.4 (5.1) | 5.1 (4.3) | 4.1 (3.8) | 3.6 (3.4) | 6.3 (5.1) | 4.9 (4.2) | 4.0 (3.7) | 3.7 (3.6) | 5.7 (4.7) | 5.0 (4.4) | 4.0 (3.7) | 3.7 (3.5) |
| Social problems | 3.2 (2.7) | 2.4 (2.4) | 1.6 (1.9) | 1.2 (1.6) | 3.1 (2.7) | 2.4 (2.3) | 1.5 (1.8) | 1.2 (1.7) | 2.8 (2.6) | 2.4 (2.4) | 1.6 (1.8) | 1.2 (1.6) |
| Thought problems | 1.0 (1.5) | 0.6 (1.1) | 0.4 (0.9) | 0.3 (0.7) | 0.9 (1.5) | 0.6 (1.1) | 0.4 (0.8) | 0.3 (0.9) | 0.8 (1.2) | 0.6 (1.2) | 0.4 (0.8) | 0.3 (0.8) |
| Attention problems | 7.6 (4.1) | 5.5 (3.8) | 3.4 (3.1) | 2.4 (2.4) | 7.2 (4.1) | 5.3 (3.8) | 3.3 (2.9) | 2.6 (2.6) | 6.6 (4.1) | 5.2 (3.8) | 3.4 (3.1) | 2.6 (2.5) |
| Delinquent behavior | 3.5 (2.9) | 2.0 (1.9) | 1.3 (1.6) | 1.1 (1.3) | 3.1 (2.8) | 1.9 (1.9) | 1.3 (1.5) | 1.1 (1.5) | 2.9 (2.7) | 1.9 (2.0) | 1.3 (1.4) | 1.2 (1.4) |
| Aggressive behavior | 10.2 (7.7) | 7.7 (5.9) | 5.9 (5.2) | 4.8 (4.4) | 9.8 (7.4) | 7.5 (5.8) | 5.7 (4.9) | 4.9 (4.7) | 9.2 (7.0) | 7.4 (5.9) | 5.8 (4.9) | 5.1 (4.7) |
| Boys | 175 (73.2) | 1725 (62.3) | 1302 (51.5) | 527 (45.9) | 312 (70.3) | 1655 (59.5) | 1196 (52.6) | 562 (47.4) | 337 (62.6) | 1475 (56.3) | 1226 (52.5) | 689 (57.9) |
| Girls | 64 (26.8) | 1046 (37.7) | 1227 (48.5) | 622 (54.1) | 132 (29.7) | 1126 (40.5) | 1078 (47.4) | 623 (52.6) | 201 (37.4) | 1147 (43.7) | 1108 (47.5) | 502 (42.1) |
| Age ( | 11.8 (3.1) | 9.8 (3.0) | 9.1 (2.7) | 9.0 (2.7) | 12.2 (2.4) | 9.5 (3.0) | 9.1 (2.7) | 9.1 (2.6) | 11.8 (2.8) | 9.8 (2.9) | 8.8 (2. 7) | 8.9 (2.6) |
| Primary | 81 (33.9) | 1739 (62.8) | 1859 (73.5) | 867 (75.5) | 117 (26.4) | 1832 (65.9) | 1694 (74.5) | 902 (76.1) | 184 (34.2) | 1636 (62.4) | 1807 (77.4) | 915 (76.8) |
| Secondary | 158 (66.1) | 1032 (37.2) | 670 (26.5) | 282 (24.5) | 327 (73.6) | 949 (34.1) | 580 (25.5) | 283 (23.9) | 354 (65.8) | 986 (37.6) | 527 (22.6) | 276 (23.2) |
| Public | 145 (60.7) | 1683 (60.7) | 1339 (52.9) | 600 (52.2) | 258 (58.1) | 1671 (60.1) | 1210 (53.2) | 623 (52.6) | 323 (60.0) | 1563 (59.6) | 1250 (53.6) | 625 (52.5) |
| Private | 94 (39.3) | 1088 (39.3) | 1190 (47.1) | 549 (47.8) | 186 (41.9) | 1110 (39.9) | 1064 (46.8) | 562 (47.4) | 215 (40.0) | 1059 (40.4) | 1084 (46.4) | 566 (47.5) |
| Socioeconomic status ( | 33.5 (13.7) | 40.1 (14.2) | 45.6 (12.4) | 48.1 (11.4) | 34.4 (13.7) | 40.2 (14.1) | 45.8 (12.4) | 49.2 (10.6) | 35.4 (14.3) | 40.5 (14.2) | 45.6 (12.3) | 48.5 (11.0) |
| Native | 166 (70.3) | 2135 (78.2) | 2169 (86.8) | 989 (87.0) | 318 (72.8) | 2181 (79.6) | 1954 (86.8) | 1000 (85.3) | 386 (73.0) | 2054 (79.5) | 1976 (85.6) | 1040 (88.4) |
| Foreign origin | 70 (29.7) | 595 (21.8) | 330 (13.2) | 148 (13.0) | 119 (27.2) | 558 (20.4) | 296 (13.2) | 172 (14.7) | 143 (27.0) | 531 (20.5) | 333 (14.4) | 136 (11.6) |
| No | 213 (96.8) | 2518 (96.8) | 2390 (98.6) | 1095 (99.1) | 385 (96.0) | 2551 (97.1) | 2147 (98.6) | 1131 (99.1) | 478 (97.0) | 2394 (96.9) | 2202 (98.5) | 1141 (99.4) |
| Yes | 7 (3.2) | 83 (3.2) | 34 (1.4) | 10 (0.9) | 16 (4.0) | 75 (2.9) | 31 (1.4) | 10 (0.9) | 15 (3.0) | 77 (3.1) | 33 (1.5) | 7 (0.6) |
| No | 144 (62.3) | 1970 (74.6) | 2050 (84.2) | 984 (88.6) | 234 (56.0) | 2043 (76.9) | 1848 (84.4) | 1015 (88.3) | 310 (60.1) | 1926 (77.2) | 1907 (84.7) | 999 (87.0) |
| Yes | 87 (37.7) | 669 (25.4) | 385 (15.8) | 126 (11.4) | 184 (44.0) | 612 (23.1) | 341 (15.6) | 134 (11.7) | 206 (39.9) | 570 (22.8) | 345 (15.3) | 149 (13.0) |
| No | 160 (68.1) | 2546 (92.6) | 2481 (98.6) | 1144 (99.9) | 314 (71.2) | 2596 (94.3) | 2239 (98.9) | 1176 (99.4) | 409 (76.7) | 2442 (94.0) | 2292 (98.7) | 1183 (99.6) |
| Yes | 75 (31.9) | 203 (7.4) | 35 (1.4) | 1 (0.1) | 127 (28.8) | 158 (5.7) | 24 (1.1) | 7 (0.6) | 124 (23.3) | 157 (6.0) | 30 (1.3) | 5 (0.4) |
| Frequency of screen use ( | 2.5 (0.8) | 2.1 (0.7) | 1.9 (0.7) | 1.8 (0.6) | 2.5 (0.7) | 2.1 (0.7) | 1.9 (0.7) | 1.8 (0.6) | 2.4 (0.8) | 2.1 (0.7) | 1.9 (0.6) | 1.9 (0.6) |
| Sleeping hours ( | 9.1 (1.1) | 9.5 (0.9) | 9.7 (0.9) | 9.7 (0.8) | 9.00 (1.0) | 9.6 (0.9) | 9.7 (0.8) | 9.7 (0.8) | 9.1 (1.1) | 9.5 (0.9) | 9.7 (0.8) | 9.7 (0.8) |
| No | 41 (17.4) | 261 (9.5) | 115 (4.6) | 34 (3.0) | 76 (17.2) | 235 (8.5) | 98 (4.3) | 43 (3.7) | 93 (17.4) | 229 (8.8) | 88 (3.8) | 41 (3.5) |
| Yes | 195 (82.6) | 2493 (90.5) | 2405 (95.4) | 1108 (97.0) | 365 (82.8) | 2532 (91.5) | 2164 (95.7) | 1135 (96.3) | 440 (82.6) | 2376 (91.2) | 2240 (96.2) | 1142 (96.5) |
Differences in sample sizes across variables are due to missing data.
Mixed-effects ordinal logistic regression models of poor academic performance on first language.
| Independent variables | Model 0 | Adjusted | ||
|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | ||
| Withdrawn | 1.16 (1.13–1.18)* | 1.12 (1.10–1.14)* | 1.03 (1.00–1.05) | 1.02 (0.99–1.05) |
| Somatic complaints | 1.14 (1.11–1.18)* | 1.11 (1.08–1.15)* | 1.00 (0.97–1.03) | 0.99 (0.95–1.03) |
| Anxious/depressed | 1.08 (1.07–1.09)* | 1.06 (1.05–1.08)* | 0.94 (0.92–0.95)* | 0.93 (0.91–0.95)* |
| Social problems | 1.26 (1.23–1.29)* | 1.22 (1.19–1.25)* | 1.02 (0.99–1.06) | 1.02 (0.98–1.06) |
| Thought problems | 1.37 (1.30–1.44)* | 1.29 (1.22–1.35)* | 0.84 (0.78–0.89)* | 0.82 (0.77–0.89)* |
| Attention problems | 1.25 (1.23–1.27)* | 1.23 (1.21–1.24)* | 1.28 (1.25–1.31)* | 1.26 (1.23–1.29)* |
| Delinquent behavior | 1.31 (1.28–1.35)* | 1.25 (1.22–1.29)* | 1.09 (1.05–1.13)* | 1.06 (1.01–1.10) |
| Aggressive behavior | 1.09 (1.08–1.10)* | 1.08 (1.07–1.09)* | 0.99 (0.98–1.01) | 1.00 (0.98–1.02) |
| Gender (ref. Boys) | 0.55 (0.50–0.60)* | 0.73 (0.66–0.81)* | 0.67 (0.60–0.76)* | |
| Age | 1.12 (1.09–1.14)* | 1.10 (1.08–1.13)* | 1.07 (1.03–1.10)* | |
| Type of school (ref. Public) | 0.68 (0.41–1.15) | 1.09 (0.71–1.66) | 1.17 (0.78–1.75) | |
| Socioeconomic status | 0.96 (0.95–0.96)* | 0.96 (0.96–0.97)* | 0.96 (0.96–0.97)* | |
| Ethnicity (ref. Native) | 1.67 (1.47–1.90)* | 1.35 (1.18–1.54)* | 1.16 (0.99–1.36) | |
| Adoption (ref. No) | 2.61 (1.86–3.66)* | 1.92 (1.25–2.96) | ||
| Parental divorce/separation (ref. No) | 1.96 (1.74–2.22)* | 1.36 (1.17–1.58)* | ||
| Grade retention (ref. No) | 9.47 (7.32–12.2)* | 3.38 (2.45–4.65)* | ||
| Frequency of screen use | 1.51 (1.40–1.63)* | 1.09 (0.99–1.20) | ||
| Sleeping hours | 0.85 (0.79–0.90)* | 1.01 (0.92–1.11) | ||
| Three meals a day (ref. No) | 0.45 (0.37–0.55)* | 0.68 (0.53–0.86)* | ||
Model 0: crude analysis; Model 1 (n = 6602): adjusted for sociodemographic factors; Model 2 (n = 6602): adjusted for sociodemographic factors and other mental health problems; Model 3 (n = 4992): adjusted for sociodemographic factors, other mental health problems, stressful life events, and lifestyle variables.
OR odds ratio, CI confidence interval.
*Significance threshold for the Bonferroni correction at p ≤ 0.003.
Mixed-effects ordinal logistic regression models of poor academic performance on foreign language.
| Independent variables | Model 0 | Adjusted | ||
|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | ||
| Withdrawn | 1.16 (1.13–1.18)* | 1.13 (1.10–1.15)* | 1.04 (1.02–1.07)* | 1.03 (1.00–1.06) |
| Somatic complaints | 1.14 (1.11–1.17)* | 1.11 (1.08–1.14)* | 1.00 (0.97–1.03) | 1.00 (0.97–1.04) |
| Anxious/depressed | 1.07 (1.06–1.09)* | 1.06 (1.05–1.07)* | 0.93 (0.91–0.95)* | 0.93 (0.91–0.95)* |
| Social problems | 1.25 (1.22–1.28)* | 1.21 (1.18–1.24)* | 1.03 (1.00–1.06) | 1.03 (0.99–1.07) |
| Thought problems | 1.34 (1.28–1.40)* | 1.28 (1.21–1.34)* | 0.85 (0.80–0.91)* | 0.84 (0.78–0.90)* |
| Attention problems | 1.23 (1.21–1.24)* | 1.20 (1.19–1.22)* | 1.25 (1.22–1.28)* | 1.23 (1.20–1.26)* |
| Delinquent behavior | 1.30 (1.27–1.33)* | 1.24 (1.20–1.27)* | 1.08 (1.04–1.12)* | 1.03 (0.99–1.08) |
| Aggressive behavior | 1.09 (1.08–1.09)* | 1.07 (1.07–1.08)* | 1.00 (0.99–1.01) | 1.00 (0.99–1.02) |
| Gender (ref. Boys) | 0.58 (0.53–0.64)* | 0.78 (0.70–0.86)* | 0.77 (0.68–0.87)* | |
| Age | 1.12 (1.09–1.14)* | 1.12 (1.09–1.14)* | 1.07 (1.04–1.10)* | |
| Type of school (ref. Public) | 0.76 (0.41–1.38) | 1.29 (0.86–1.93) | 1.27 (0.87–1.87) | |
| Socioeconomic status | 0.95 (0.95–0.96)* | 0.96 (0.95–0.96)* | 0.96 (0.96–0.97)* | |
| Ethnicity (ref. Native) | 1.50 (1.32–1.70)* | 1.16 (1.02–1.32) | 0.93 (0.79–1.08) | |
| Adoption (ref. No) | 2.71 (1.94–3.78)* | 2.16 (1.41–3.29)* | ||
| Parental divorce/separation (ref. No) | 2.04 (1.81–2.30)* | 1.41 (1.22–1.64)* | ||
| Grade retention (ref. No) | 9.80 (7.71–12.5)* | 3.84 (2.83–5.21)* | ||
| Frequency of screen use | 1.50 (1.39–1.62)* | 1.09 (0.99–1.20) | ||
| Sleeping hours | 0.81 (0.75–0.86)* | 0.96 (0.87–1.05) | ||
| Three meals a day (ref. No) | 0.48 (0.40–0.58)* | 0.74 (0.59–0.93) | ||
Model 0: crude analysis; Model 1 (n = 6598): adjusted for sociodemographic factors; Model 2 (n = 6598): adjusted for sociodemographic factors and other mental health problems; Model 3 (n = 4989): adjusted for sociodemographic factors, other mental health problems, stressful life events, and lifestyle variables.
OR odds ratio, CI confidence interval.
*Significance threshold for the Bonferroni correction at p ≤ 0.003.
Mixed-effects ordinal logistic regression models of poor academic performance on mathematics.
| Independent variables | Model 0 | Adjusted | ||
|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | ||
| Withdrawn | 1.12 (1.10–1.14)* | 1.09 (1.07–1.11)* | 0.99 (0.96–1.02) | 0.98 (0.95–1.01) |
| Somatic complaints | 1.15 (1.12–1.18)* | 1.11 (1.08–1.14)* | 1.01 (0.98–1.05) | 1.01 (0.97–1.04) |
| Anxious/depressed | 1.07 (1.06–1.08)* | 1.06 (1.04–1.07)* | 0.95 (0.93–0.97)* | 0.95 (0.93–0.97)* |
| Social problems | 1.23 (1.20–1.26)* | 1.19 (1.17–1.22)* | 1.03 (1.00–1.07) | 1.03 (1.00–1.07) |
| Thought problems | 1.31 (1.25–1.37)* | 1.25 (1.19–1.31)* | 0.87 (0.82–0.93)* | 0.85 (0.79–0.91)* |
| Attention problems | 1.20 (1.18–1.22)* | 1.19 (1.17–1.21)* | 1.23 (1.20–1.26)* | 1.22 (1.19–1.25)* |
| Delinquent behavior | 1.28 (1.24–1.31)* | 1.24 (1.20–1.27)* | 1.11 (1.07–1.15)* | 1.08 (1.04–1.13)* |
| Aggressive behavior | 1.07 (1.07–1.08)* | 1.07 (1.06–1.08)* | 0.99 (0.98–1.00) | 1.00 (0.98–1.01) |
| Gender (ref. Boys) | 0.93 (0.85–1.02) | 1.29 (1.17–1.43)* | 1.23 (1.09–1.38)* | |
| Age | 1.14 (1.12–1.16)* | 1.13 (1.11–1.16)* | 1.10 (1.06–1.13)* | |
| Type of school (ref. Public) | 0.68 (0.36–1.28) | 1.05 (0.70–1.57) | 1.18 (0.85–1.64) | |
| Socioeconomic status | 0.96 (0.95–0.96)* | 0.97 (0.96–0.97)* | 0.97 (0.96–0.97)* | |
| Ethnicity (ref. Native) | 1.66 (1.46–1.88)* | 1.34 (1.18–1.53)* | 1.19 (1.02–1.39) | |
| Adoption (ref. No) | 2.59 (1.86–3.60)* | 1.81 (1.19–2.74) | ||
| Parental divorce/separation (ref. No) | 1.91 (1.70–2.15)* | 1.29 (1.11–1.49)* | ||
| Grade retention (ref. No) | 6.87 (5.44–8.67)* | 2.96 (2.20–3.97)* | ||
| Frequency of screen use | 1.49 (1.38–1.61)* | 1.08 (0.98–1.19) | ||
| Sleeping hours | 0.82 (0.77–0.87)* | 1.03 (0.94–1.13) | ||
| Three meals a day (ref. No) | 0.43 (0.36–0.52)* | 0.73 (0.58–0.92) | ||
Model 0: crude analysis; Model 1 (n = 6599): adjusted for sociodemographic factors; Model 2 (n = 6599): adjusted for sociodemographic factors and other mental health problems; Model 3 (n = 4991): adjusted for sociodemographic factors, other mental health problems, stressful life events, and lifestyle variables.
OR odds ratio, CI confidence interval.
*Significance threshold for the Bonferroni correction at p ≤ 0.003.
Figure 1Odds ratios and 95% confidence intervals from the fully adjusted models for poor academic performance on each of the educational outcomes. *Significance threshold for the Bonferroni correction at p ≤ 0.003.