| Literature DB >> 35301209 |
Benfeng Du1, Yuexuan Mu2, Xuan Wang3.
Abstract
OBJECTIVES: Welfare policy focuses on vulnerable populations, such as children with difficult family backgrounds. Education is a crucial way to reduce poverty. This study explored the relationship between children's diet structure and academic achievement and compared these across different family backgrounds.Entities:
Keywords: child protection; community child health; health policy; primary care; public health; social medicine
Mesh:
Year: 2022 PMID: 35301209 PMCID: PMC8932259 DOI: 10.1136/bmjopen-2021-055839
Source DB: PubMed Journal: BMJ Open ISSN: 2044-6055 Impact factor: 2.692
The scale of dietary structure
| Items | Value | |
| How many times did the child eat | 1=zero | 0=once and more |
| On average, how many | 1=once and more | 0=zero |
| How many times did you eat | 1=4 times and more | 0=3 times and less |
| How many times did you drink | 1=4 times and more | 0=3 times and less |
| In the past 7 days, how many fresh | 1=two types and more | 0=one types per day or basically no food |
| How many times did you eat | 1=3 times and more | 0=two times and less |
| How much plain | 1=more than 800 mL | 0=less than 800 mL |
Basic information of covariates
| Variables | Explanation |
| Child subsystem | |
| Age | A continuous variable. |
| Gender | The sex of children; 1=male;2=female. |
| Family subsystem | |
| Education level | Highest education level in guardians; 1=illiteracy, 2=elementary school, 3=middle school, 4=high school, 5=post-secondary and 6=bachelor. |
| Health condition | Guardian’s self-rated health; 1=very healthy, 2=relatively healthy, 3=fair, 4=relatively unhealthy and 5=very unhealthy. |
| Family economic status | A continuous variable; household annual income per capita in the last year (China Yuan, CNY). |
| Living condition | The type of housing the children currently live in; 1=building, 2=brick and tile bungalow, 3=earth-built bungalow and 4=others. |
| Academic concerns | A dichotomous variable, indicating whether the guardian attaches importance to the children’s studies. 1=yes; 2=no. |
Variable distribution in two groups
| Categorical variables | Difficult families | Ordinary families |
| P value | ||
| N | Per cent | N | Per cent | |||
| Academic achievement | 9.178 | <0.01 | ||||
| Poor | 124 | 6.77 | 28 | 4.93 | ||
| Medium | 1328 | 72.53 | 391 | 68.84 | ||
| Excellent | 379 | 20.70 | 149 | 26.23 | ||
| Dietary structure (past week) | ||||||
| Never eaten puffed food | 1065 | 50.74 | 198 | 29.73 | 89.931 | 0.000 |
| Ate at least one egg per day on average | 1444 | 68.79 | 503 | 75.53 | 10.995 | 0.000 |
| Ate meat foods at least four times | 402 | 19.15 | 401 | 60.21 | 413.588 | 0.000 |
| Drank an average of 200 mL or more of milk per day | 41 | 1.95 | 181 | 27.18 | 435.618 | 0.000 |
| Ate at least two kinds of fresh vegetables on average per day | 1334 | 63.55 | 563 | 84.53 | 103.33 | 0.000 |
| Ate fruit at least three times | 362 | 17.25 | 349 | 52.40 | 327.124 | 0.000 |
| Drank at least 800 mL of plain water on average every day | 1277 | 60.84 | 385 | 57.81 | 1.937 | 0.164 |
| Gender | 0.829 | 0.363 | ||||
| Male | 955 | 52.16 | 311 | 54.75 | ||
| Female | 876 | 47.84 | 257 | 45.25 | ||
| Education level of guardian | 129.458 | 0.000 | ||||
| Illiteracy | 107 | 5.84 | 26 | 4.58 | ||
| Elementary school | 634 | 34.63 | 105 | 18.49 | ||
| Middle school | 849 | 46.37 | 266 | 46.83 | ||
| High school | 216 | 11.8 | 135 | 23.77 | ||
| Post-secondary | 25 | 1.36 | 36 | 6.33 | ||
| Bachelor’s degree or above | 107 | 5.84 | 26 | 4.58 | ||
| Health condition of guardian | 160.523 | 0.000 | ||||
| Very healthy | 510 | 27.85 | 273 | 48.06 | ||
| Relatively healthy | 573 | 31.29 | 212 | 37.32 | ||
| Fair | 390 | 21.30 | 63 | 11.09 | ||
| Relatively unhealthy | 276 | 15.07 | 19 | 3.35 | ||
| Very unhealthy | 82 | 4.48 | 1 | 0.18 | ||
| Living condition | 244.423 | 0.000 | ||||
| Building | 177 | 9.67 | 193 | 33.98 | ||
| Brick and tile bungalow | 1422 | 77.66 | 373 | 65.67 | ||
| Earth-built bungalow | 212 | 11.58 | 1 | 0.18 | ||
| Others | 20 | 1.09 | 1 | 0.18 | ||
| Academic concerns of guardian | 22.729 | 0.000 | ||||
| Yes | 1668 | 91.1 | 549 | 96.65 | ||
| No | 163 | 8.9 | 19 | 3.35 | ||
| Continuous variables | Mean | SD | Mean | SD | ||
| Age | 9.88 | 2.70 | 9.81 | 2.61 | 0.533 | 0.703 |
| Family economic status | 8.45 | 1.05 | 9.30 | 1.03 | −17.054 | 0.000 |
| Total | 1831 | 568 | ||||
We only reported the children meet the standard in the part of dietary structure. ** and *** indicated: p<0.01 and p<0.001, respectively.
Model fit indicators for different class
| Class | AIC | BIC | ABIC | Degree of freedom | LMR LRT |
| M1 | 24 175.45 | 24 264.32 | 24 216.66 | 240 | <0.000 |
| M2 | 23 122.47 | 23 300.22 | 23 204.90 | 224 | <0.000 |
| M3 | 22 911.34 | 23 177.95 | 23 034.97 | 209 | <0.000 |
| M4 | 22 832.71 | 23 188.19 | 22 997.55 | 194 | <0.001 |
| M5 | 22 803.33 | 23 247.69 | 23 009.39 | 180 | 0.061 |
The AIC, BIC and ABIC predict relative goodness of fit; lower values represent better fitting models. The non-significant p-value of LMR-LRT indicates that the model with one less class is acceptable.
ABIC, Adjusted Bayesian Information Criterion; AIC, Akaike information criterion; BIC, Bayesian Information Criterion; LMR LR, Lo-Mendell-Rubin Likelihood Ratio Test.
Predicted probabilities and latent class for each food group in a single category
| Food index | Difficult families | Ordinary families | ||||
| Latent class 1 (deprivation) | Latent class 2 (balanced) | Latent class 3 | Latent class 1 (deprivation) | Latent class 2 (balanced) | Latent class 3 | |
| Puffed | 0.143 | 0.868 | 0.389 | 0.221 | 0.717 | 0.789 |
| Eggs | 0.047 | 0.850 | 0.075 | 0.136 | 0.788 | 0.858 |
| Meat | 0.112 | 0.981 | 0.864 | 0.701 | 0.900 | 0.424 |
| Milk | 0.014 | 0.085 | 0.091 | 0.002 | 0.881 | 0.006 |
| Vegetable | 0.000 | 0.587 | 0.322 | 0.891 | 0.913 | 0.800 |
| Fruit | 0.437 | 0.971 | 0.833 | 0.208 | 0.702 | 0.490 |
| Water | 0.204 | 0.561 | 0.339 | 0.153 | 0.596 | 0.651 |
Composition of children’s dietary subgroups in the two groups of families
| Meal grouping | Difficult families | % | Ordinary families | % |
| Balanced | 193 | 10.04 | 153 | 26.33 |
| Dietary bias | 1158 | 60.25 | 366 | 62.99 |
| Deprivation | 571 | 29.71 | 62 | 10.67 |
| Total | 1922 | 100.00 | 581 | 100.00 |
*150.155 P<0.001.
Results of regression analysis of the effect of dietary structure and family environment on children’s academic performance (OR values)
| Difficult families | Ordinary families | |||||||
| Model 1 | Model 2 | Model 3 | Model 4 | |||||
| b | 95% CI | b | 95% CI | b | 95% CI | b | 95% CI | |
| Dietary groups (reference:balanced group) | ||||||||
| Unbalanced | 0.965 | (0.685 to 1.359) | 0.909 | (0.636 to 1.301) | 0.583* | (0.391 to 0.869) | 0.847 | (0.550 to 1.305) |
| Deprivation | 0.681* | (0.469 to 0.988) | 0.640* | (0.429 to 0.955) | 0.510* | (0.265 to 0.981) | 0.794 | (0.391 to 1.610) |
| Gender (reference:male) | 1.405** | (1.143 to 1.726) | 1.974* | (1.360 to 2.864) | ||||
| Age | 0.977 | (0.939 to 1.017) | 0.996 | (0.928 to 1.069) | ||||
| Education level of guardian | 1.331*** | (1.162 to 1.525) | 1.422** | (1.149 to 1.760) | ||||
| Health condition | 0.975 | (0.884 to 1.076) | 0.790 | (0.609 to 1.024) | ||||
| Family economic status | 0.835** | (0.748 to 0.932) | 1.007 | (0.824 to 1.231) | ||||
| Living condition | 0.871 | (0.707 to 1.072) | 0.830 | (0.556 to 1.239) | ||||
| Academic concern of guardian | 0.373*** | (0.252 to 0.553) | 0.648 | (0.206 to 2.039) | ||||
| /cut1 | −2.769 | (−3.124 to −2.413) | −4.178 | (−5.521 to −2.835) | −3.397 | (−3.891 to −2.904) | −2.574 | (−4.713 to −0.435) |
| /cut2 | 1.216 | (0.896 to 1.536) | −0.020 | (−1.339 to 1.299) | 0.637 | (0.308 to 0.966) | 1.679 | (−0.441 to 3.798) |
| Samples | 1831 | 1831 | 568 | 567 | ||||
| Pseudo R | 0.004 | 0.033 | 0.009 | 0.046 | ||||
| 9.41 | 89.15 | 7.95 | 39.22 | |||||
*,** and *** indicated: p<0.05, p<0.01 and p<0.001, respectively.