中国农业科学 ›› 2019, Vol. 52 ›› Issue (18): 3108-3121.doi: 10.3864/j.issn.0578-1752.2019.18.004
收稿日期:
2019-06-06
接受日期:
2019-08-21
出版日期:
2019-09-16
发布日期:
2019-09-23
通讯作者:
郭燕枝
作者简介:
黄泽颖,E-mail:基金资助:
HUANG ZeYing,SUN JunMao,GUO YanZhi(),WANG XiuLi,MA YunQian
Received:
2019-06-06
Accepted:
2019-08-21
Online:
2019-09-16
Published:
2019-09-23
Contact:
YanZhi GUO
摘要: 目的我国是大国小农的基本国情,小农户比重大,自产自消(费)程度高,他们的食物生产、消费与营养协调发展是乡村振兴战略的健康保障,调查江苏省、河南省、四川省农民的饮食多样性(人日均摄入的食物种类)以及农业生产多样性(日常生产的食物种类)与饮食多样化和营养健康(BMI)的相关性,旨在为农民良好饮食习惯形成以及农村人力资本建设提供理论依据。 方法 基于随机抽样和分层抽样相结合的问卷调查方法,利用食物频率法从江苏省10个村、河南省10个村、四川省6个村共收集395份农民调查问卷,开展总样本与各省分样本自产食物种类情况、各类食物摄入的来源与数量、每日摄入自产食物的营养状况的描述性分析;根据食物消费与个人健康效用的经济理论,在不存在内生性问题的前提下,采用多元线性回归模型分析农民的农业生产多样性对其饮食多样化的影响和采用Probit模型探讨农民的农业生产多样性对其营养健康的影响。结果 受访者的农业生产多样性程度不高,平均生产3.37个食物种类,省际差距较小,摄入的食物如水产品、水果类、奶及奶制品、畜禽肉主要来自购买;农民的饮食多样化程度也不高,人日均摄入食物种类3.34个,省际差距较大,摄入自产食物的数量均低于推荐量;在总摄入量中,畜禽肉摄入过多,而奶及奶制品、水产品摄入不充分;农民人日均摄入自产食物获得的营养不均衡,从自产食物获取的能量充足,但获取蛋白质、脂肪、钙、镁、钾、维生素A等营养素较低;近6成农民的BMI值正常,但省际差距较大。农民的饮食多样性、营养健康与农业生产多样性在10%统计水平上有显著的正相关性;农民的年龄、受教育程度、家庭总纯收入、营养知识认知、市场准入等因素也对饮食多样化有显著影响,而农民的性别、年龄、受教育程度以及食物营养教育等因素对个人的营养健康产生显著影响。结论与其他发展中国家一样,我国的农业生产多样性促进了农民的饮食多样化和营养健康。然而,随着我国农业商品化程度和农民非农收入的提高,农民购买食物满足饮食多样化的趋势不可逆转,在水土资源有限的实际情况下提高农民农业生产多样性的可行性不大。因此,鼓励在农村建立规范化的农产品市场,加强食物营养宣传教育提高农民营养知识可能是保障他们饮食多样化和营养健康的可行途径。
黄泽颖,孙君茂,郭燕枝,王秀丽,马云倩. 农民的农业生产多样性对其饮食多样化和营养健康的影响[J]. 中国农业科学, 2019, 52(18): 3108-3121.
HUANG ZeYing,SUN JunMao,GUO YanZhi,WANG XiuLi,MA YunQian. Influence of Farmers’ Farm Production Diversity on Their Own Dietary Diversity and Nutritional Health[J]. Scientia Agricultura Sinica, 2019, 52(18): 3108-3121.
表1
总样本农民自产的食物种类"
食物种类 Types of food | 江苏 Jiangsu | 河南 Henan | 四川 Sichuan |
---|---|---|---|
谷薯类 Potato | 小麦、水稻、毛豆 Wheat, rice, edamame | 小麦、玉米、红薯、小米、水稻 Wheat, corn, sweet potato, rice, millet, rice | 水稻、玉米、小麦、豌豆、红薯、红豆沙、绿豆、豇豆、土豆、青豆 Rice, corn, wheat, peas, sweet potato, red bean paste, mung bean, cowpea, potato, green bean |
大豆及坚果 Soy and nut | 大豆 Soybean | — | 大豆、花生 Soybean and peanut |
蔬菜类 Vegetable | 菜籽、黄瓜、油菜 Rapeseed, cucumber, rape | 菜、蒜、红萝卜 Vegetable, garlic, carrot | 西红柿、油菜、黄瓜、佛手瓜、苦瓜、茄子、丝瓜、青椒、白菜、油菜籽、平菇、辣椒、番茄、空心菜、菠菜 Tomato, rape, cucumber, finger-gourd, bitter gourd, eggplant, towel gourd, green pepper, Chinese cabbage, rapeseed, mushroom, pepper, tomato, water spinach, spinach |
水果类 Fruit | 桃、枇杷、杨梅、葡萄 Peach, loquat, arbutus, grape | 西瓜 Watermelon | 猕猴桃、红心果、甘蔗、核桃、梨、西瓜、柑、雪橙、韭菜、蓝莓、桃、橘子、葡萄 Kiwi, red fruit, sugar cane, walnut, pear, watermelon, orange, snow orange, leek, blueberry, peach, orange, grape |
蛋类 Egg | 鸡蛋 Egg | 鸡蛋 Egg | 鸡蛋 Egg |
奶及奶制品 Milk and dairy product | — | 牛奶 Milk | 牛奶 Milk |
水产品 Aquatic product | 鱼 Fish | — | 鱼 Fish |
畜禽肉 Meat and poultry | 鸡、鸭、鹅、羊、猪 Chicken, duck, goose, sheep, pig | 猪、牛、羊、鸡、鹅、兔、鸭 Pig, cattle, sheep, chicken, goose, rabbit, duck | 鸡、鸭、猪、兔、鹅 Chicken, duck, pig, rabbit, goose |
表2
总样本农民对各类食物摄入的来源与数量"
食物种类 Types of food | 摄入量 Intake (g·d-1) | 自产的比例 Percent of own production (%) | 自产的摄入量 Homegrown intake (g·d-1) | 占平均推荐量的比例 Percent of the average recommended volume (%) | 购买的比例 Purchase percentage (%) | 购买的摄入量 Intake from purchase (g·d-1) | 其他的比例 The percentage of the rest (%) | 其他的 摄入量 Other intake (g·d-1) | 推荐量 Recommended (g·d-1) |
---|---|---|---|---|---|---|---|---|---|
谷薯类 Potato | 342.29 | 22.64 | 77.49 | 23.84 | 75.12 | 257.13 | 2.24 | 7.67 | 250-400 |
大豆及坚果 Soy and nuts | 22.22 | 24.06 | 5.35 | 17.83 | 70.02 | 15.56 | 5.92 | 1.32 | 25-35 |
蔬菜类 Vegetable | 380.37 | 45.62 | 173.52 | 43.38 | 53.67 | 204.14 | 0.71 | 2.70 | 300-500 |
水果类 Fruit | 73.31 | 2.78 | 2.04 | 0.74 | 95.44 | 69.97 | 1.78 | 1.30 | 200-350 |
蛋类 Egg | 49.49 | 39.37 | 19.48 | 43.29 | 58.42 | 28.91 | 2.21 | 1.09 | 40-50 |
奶及奶制品 Milk and dairy products | 37.89 | 2.61 | 0.99 | 0.33 | 94.20 | 35.69 | 3.19 | 1.21 | 300 |
水产品 Aquatic product | 37.69 | 0.6 | 0.23 | 0.40 | 96.6 | 36.41 | 2.8 | 1.06 | 40-75 |
畜禽肉 Meat and poultry | 115.89 | 13.55 | 15.70 | 27.30 | 85.49 | 99.07 | 0.96 | 1.11 | 40-75 |
表3
江苏受访农民对各类食物摄入的来源与数量"
食物种类 Types of food | 摄入量 Intake (g·d-1) | 自产的比例 Percent of own production (%) | 自产的摄入量 Homegrown intake (g·d-1) | 占平均推荐量的比例 Percent of the average recommended volume (%) | 购买的比例 Purchase percentage (%) | 购买的摄入量 Intake from purchase (g·d-1) | 其他的比例 The percentage of the rest (%) | 其他的 摄入量 Other intake (g·d-1) | 推荐量 Recommended (g·d-1) |
---|---|---|---|---|---|---|---|---|---|
谷薯类 Potato | 309.30 | 21.93 | 67.83 | 20.87 | 74.28 | 229.75 | 3.79 | 11.72 | 250-400 |
大豆及坚果 Soy and nut | 20.74 | 13.93 | 2.89 | 9.63 | 84.39 | 17.50 | 1.68 | 0.35 | 25-35 |
蔬菜类 Vegetable | 349.46 | 23.58 | 82.40 | 20.60 | 74.95 | 261.92 | 1.47 | 5.14 | 300-500 |
水果类 Fruit | 57.18 | 1.8 | 1.03 | 0.37 | 98.2 | 56.15 | 0 | 0.00 | 200-350 |
蛋类 Egg | 61.01 | 24.18 | 14.75 | 32.78 | 72.64 | 44.32 | 3.18 | 1.94 | 40-50 |
奶及奶制品 Milk and dairy product | 27.00 | 0 | 0 | 0 | 99.39 | 26.84 | 0.61 | 0.16 | 300 |
水产品 Aquatic product | 52.24 | 0.43 | 0.22 | 0.38 | 98.54 | 51.48 | 1.03 | 0.54 | 40-75 |
畜禽肉 Meat and poultry | 115.81 | 6.17 | 7.15 | 12.43 | 93.2 | 107.93 | 0.63 | 0.73 | 40-75 |
表4
河南受访农民各类食物摄入的来源与数量"
食物种类 Types of food | 摄入量 Intake (g·d-1) | 自产的比例 Percent of own production (%) | 自产的摄入量 Homegrown intake (g·d-1) | 占平均推荐量的比例 Percent of the average recommended volume (%) | 购买的比例 Purchase percentage (%) | 购买的摄入量 Intake from purchase (g·d-1) | 其他的比例 The percentage of the rest (%) | 其他的 摄入量 Other intake (g·d-1) | 推荐量 Recommended (g·d-1) |
---|---|---|---|---|---|---|---|---|---|
谷薯类 Potato | 381.27 | 21.07 | 80.33 | 24.72 | 75.01 | 285.99 | 3.92 | 14.95 | 250-400 |
大豆及坚果 Soy and nut | 10.44 | 26.33 | 2.75 | 9.17 | 73.67 | 7.69 | 0 | 0 | 25-35 |
蔬菜类 Vegetables | 194.55 | 35.81 | 69.67 | 17.42 | 63.98 | 124.47 | 0.22 | 0.43 | 300-500 |
水果类 Fruit | 68.29 | 1.93 | 1.32 | 0.48 | 94.94 | 64.83 | 3.13 | 2.14 | 200-350 |
蛋类 Egg | 59.87 | 23.94 | 14.33 | 31.84 | 68.18 | 40.82 | 7.88 | 4.72 | 40-50 |
奶及奶制品 Milk and dairy products | 36.29 | 7.8 | 2.83 | 0.94 | 3.58 | 1.30 | 88.62 | 32.16 | 300 |
水产品 Aquatic product | 29.50 | 0 | 0 | 0 | 98.67 | 29.11 | 1.33 | 0.39 | 40-75 |
畜禽肉 Meat and poultry | 44.41 | 28.56 | 12.68 | 22.05 | 71.12 | 31.58 | 0.32 | 0.14 | 40-75 |
表5
四川受访农民各类食物摄入的来源与数量"
食物种类 Types of food | 摄入量 Intake (g·d-1) | 自产的比例 Percent of own production (%) | 自产的摄入量 Homegrown intake (g·d-1) | 占平均推荐量的比例 Percent of the average recommended volume (%) | 购买的比例 Purchase percentage (%) | 购买的摄入量 Intake from purchase (g·d-1) | 其他的比例 The percentage of the rest (%) | 其他的 摄入量 Other intake (g·d-1) | 推荐量 Recommended (g·d-1) |
---|---|---|---|---|---|---|---|---|---|
谷薯类 Potato | 346.71 | 30.07 | 104.26 | 32.08 | 66.71 | 231.29 | 3.22 | 11.16 | 250-400 |
大豆及坚果 Soy and nut | 31.10 | 33.1 | 10.29 | 34.30 | 64.66 | 20.11 | 2.24 | 0.70 | 25-35 |
蔬菜类 Vegetable | 527.01 | 63.25 | 333.33 | 83.33 | 36.22 | 190.88 | 0.53 | 2.79 | 300-500 |
水果类 Fruit | 90.89 | 4.09 | 3.72 | 1.35 | 93.50 | 84.98 | 2.41 | 2.19 | 200-350 |
蛋类 Egg | 32.57 | 58.74 | 19.13 | 42.51 | 40.55 | 13.21 | 0.71 | 0.23 | 40-50 |
奶及奶制品 Milk and dairy product | 48.63 | 1.16 | 0.56 | 0.19 | 1.22 | 0.59 | 97.62 | 47.47 | 300 |
水产品 Aquatic product | 29.98 | 1.07 | 0.32 | 0.56 | 86.38 | 25.90 | 12.56 | 3.77 | 40-75 |
畜禽肉 Meat and poultry | 161.78 | 44.33 | 71.72 | 124.73 | 53.31 | 86.24 | 2.36 | 3.82 | 40-75 |
表6
总样本农民每日摄入自产食物的营养状况"
营养素 Nutrients | 参考推荐量 Reference recommendation | 营养纲要2020年目标 The 2020 goal of the nutrition program | 三省 Three provinces | 江苏 Jiangsu | 河南 Henan | 四川 Sichuan |
---|---|---|---|---|---|---|
能量 Energy (kcal) | 536.99 | 525.06-548.93 | 348.30 | 266.08 | 313.44 | 601.57 |
蛋白质 Protein (g) | 65 | 78 | 15.36 | 10.7 | 12.56 | 30.64 |
脂肪 Fat (g) | 67.3 | — | 7.22 | 4.51 | 5.64 | 18.09 |
碳水化合物/糖类 Carbohydrates/sugars (g) | 50-65 | — | 56.69 | 46.37 | 54.44 | 83.63 |
钙 Calcium (mg) | 800 | — | 169.41 | 88.58 | 83.75 | 310.69 |
镁 Magnesium (mg) | 330 | — | 84.87 | 57.32 | 62.50 | 145.86 |
钾 Potassium (mg) | 2000 | — | 618.98 | 365.51 | 376.62 | 1149.13 |
维生素A Vitamin A (μg) | 800 | — | 151.75 | 85.70 | 79.78 | 257 |
表7
研究变量的统计概况"
变量名称 Variable name | 变量 Variable | 变量的解释 Variables interpretation | 变量的说明与赋值 Description and assignment of variables | 均值 Mean | 标准差 Standard deviation |
---|---|---|---|---|---|
因变量 Dependent variable | 农民的饮食多样化 Farmers' dietary diversity | 人日均摄入的食物种类 The type of food daily intake per capita | 计数变量 Counting variable | 3.34 | 1.18 |
农民营养健康状况 Farmers' nutritional health | 健康(18.5 kg·m-2 ≤BMI<24 kg·m-2),不健康(低于18.5 kg·m-2和高于24 kg·m-2) Healthy (18.5 kg·m-2≤BMI< 24 kg·m-2), unhealthy (below 18.5 kg·m-2 and above 24 kg·m-2) | 分类变量:不健康=0;健康=1 Categorical variables: unhealthy =0; Health = 1 | 0.59 | 0.49 | |
关键解释变量 Key explanatory variable | 农业生产多样性 Farm production diversity | 农民生产的食物种类 The kinds of food farmers produce | 计数变量 Counting variable | 3.37 | 1.48 |
控制变量 Control variable | 性别 Gender | — | 分类变量:女=0;男=1 Categorical variables: Female = 0; Male = 1 | 0.41 | 0.49 |
年龄 Age | — | 连续变量:周岁 Continuous variables; Age | 56.38 | 12.51 | |
受教育程度 Education | 目前的最高教育程度 Current highest education level | 虚拟变量:小学以下文化水平=1;否=0 Dummy variable: Education level below primary school =1; No = 0 | 0.21 | 0.40 | |
虚拟变量:小学文化水平=1 ;否=0 Dummy variable: Education level below primary school =1; No= 0 | 0.30 | 0.46 | |||
虚拟变量:初中文化水平=1 ;否=0 Dummy variable: Junior middle school education level =1; No = 0 | 0.36 | 0.48 | |||
虚拟变量:高中、中专、职高文化水平=1 ;否=0 Dummy variable: High school, technical secondary school, vocational high school education level =1; No= 0 | 0.10 | 0.31 | |||
虚拟变量:大专及以上=1 ;否=0 Dummy variable: College degree and above =1; No= 0 | 0.03 | 0.17 | |||
家庭总纯收入 Total net household income | — | 连续变量:万元 Continuous variable: Ten thousand yuan | 2.93 | 2.74 | |
营养知识认知 Knowledge of nutrition | 对《中国居民膳食指南(2016)》中(1)食物多样、谷物为主;(2)吃动平衡、健康体重;(3)多吃蔬果、奶类、大豆;(4)适量吃鱼、禽、蛋、瘦肉;(5)少油少盐、控糖限酒;(6)杜绝浪费,兴新食尚的认知情况 The known advices from Dietary Guidelines for Chinese Residents (2016),.(1) Food variety, mainly grains;(2) The balance between diet and activity for healthy weight;(3) Eat more fruits, vegetables, milk and soy;(4) Eat fish, poultry, eggs, lean meat appropriately;(5) Less oil, less salt, less sugar and less wine;(6) Put an end to waste and start new diets | 计数变量:全部了解=6;以此类推,全部不了解=0 Counting variable: Understand all=6; And so on, understand none=0 | 3.97 | 1.87 | |
市场准入 Market access | 所在村与最近食物/食品市场的距离 The distance between the village and the nearest food market | 连续变量(公里) Continuous variable (km) | 2.45 | 2.68 | |
食物营养教育服务 Food and nutrition education service | 是否有人员过来开展食物营养健康教育 Whether health education of food and nutrition was carried out | 分类变量:否=0;是=1 Categorical variables:No=0;Yes= 1 | 0.53 | 0.50 |
表8
多元线性回归结果分析"
解释变量 Explanatory variable | 三省(模型1) Three provinces (Model 1) | 江苏(模型2) Jiangsu (Model 2) | 河南(模型3) Henan (Model 3) | 四川(模型4) Sichuan (Model 4) | ||||
---|---|---|---|---|---|---|---|---|
Coef. | t统计量 t statistic | Coef. | t统计量 t statistic | Coef. | t统计量 t statistic | Coef. | t统计量 t statistic | |
农业生产多样性 Farm production diversity | 0.84 | 1.87* | 0.96 | 1.81* | 0.78 | 1.62* | 0.86 | 1.84* |
性别 Sex | -0.14 | -1.07 | -0.22 | -0.94 | -0.26 | -0.93 | 0.03 | 0.13 |
年龄 Age | -0.01 | -1.90* | -0.02 | -2.07** | -0.01 | -0.89 | -0.01 | -1.04 |
受教育程度(baseline=小学以下) Education (baseline=Below primary school) | ||||||||
小学 Primary school | 0.04 | 0.23 | 0.51 | 1.74* | 0.37 | 1.04 | 0.20 | 0.79 |
初中 Junior high school | 0.33 | 1.85* | 0.01 | 0.03 | 0.16 | 0.44 | 0.66 | 2.26** |
高中专 The high school | -0.04 | -0.18 | 0.79 | 1.90* | 0.48 | 1.04 | 0.49 | 1.42 |
大专及以上 College degree or above | -0.20 | -0.57 | 0.94 | 1.79* | — | — | 1.11 | 3.11*** |
家庭总纯收入(加对数) Total net household income (Plus logarithmic) | 0.17 | 2.56** | 0.21 | 1.83* | 0.17 | 1.03 | 0.18 | 1.60 |
营养知识认知 Nutritional knowledge cognition | 0.09 | 2.87*** | 0.18 | 3.27*** | -0.03 | -0.41 | 0.05 | 1.10 |
市场准入 Market access | -0.04 | -1.77* | -0.04 | -0.63 | -0.01 | -0.20 | -0.07 | -1.40 |
食物营养教育服务 Food nutrition education service | 0.08 | 0.71 | 0.11 | 0.46 | 0.01 | 0.03 | 0.06 | 0.28 |
常数项 Constant term | 2.11 | 2.53** | 2.77 | 2.03** | 2.41 | 1.24 | 1.91 | 1.40 |
样本量 Sample Size | 395 | 139 | 100 | 156 | ||||
F统计值 F statistics | 5.45*** | 4.18*** | 0.84* | 2.12** | ||||
R2 | 0.43 | 0.45 | 0.38 | 0.39 | ||||
Root MSEE | 1.11 | 1.10 | 1.18 | 1.07 | ||||
最大的vif The biggest vif | 2.14 | 2.53 | 2.12 | 2.85 | ||||
平均的vif Mean vif | 1.40 | 1.64 | 1.54 | 1.54 | ||||
怀特检验的Chi2值 Chi2 value of White test | 52.87 | 66.05 | 58.08 | 45.38 | ||||
Hausman内生性检验的Chi2值 Chi2 value of Hausman endogeneity test | 0.81 | 0.73 | 0.69 | 0.71 |
表9
Probit回归结果分析"
解释变量 Explanatory variables | 三省(模型5) Three provinces (Model 5) | 江苏(模型6) Jiangsu (Model 6) | 河南(模型7) Henan (Model 7) | 四川(模型8) Sichuan (Model 8) | ||||
---|---|---|---|---|---|---|---|---|
Coef. | t统计量 t statistic | Coef. | t统计量 t statistic | Coef. | t统计量 t statistic | Coef. | t统计量 t statistic | |
农业生产多样性 Farm production diversity | 0.05 | 1.84* | 0.05 | 1.65* | 0.12 | 1.78* | 0.15 | 1.79* |
性别 Sex | -0.41 | -2.76*** | -0.59 | -2.10** | -0.52 | -1.69* | -0.24 | -0.97 |
年龄 Age | -0.01 | -1.46 | 0.01 | 0.54 | -0.01 | -0.94 | -0.04 | -3.02*** |
受教育程度(baseline=小学以下) Education (baseline=Below primary school) | ||||||||
小学 Primary school | 0.06 | 0.29 | -0.52 | -1.41 | 0.26 | 0.63 | 0.06 | 0.18 |
初中 Junior high school | 0.42 | 2.10** | 0.11 | 0.28 | 0.38 | 0.97 | 0.41 | 1.12 |
高中专 The high school | 0.51 | 1.80* | 0.53 | 1.05 | 1.01 | 1.74* | 0.28 | 0.54 |
大专及以上 College degree or above | 0.61 | 1.36 | 0.84 | 1.28 | — | — | — | — |
家庭总纯收入(加对数) Total net household income (Plus logarithmic) | -0.04 | -0.55 | 0.01 | 0.03 | -0.07 | -0.39 | -0.16 | -1.19 |
营养知识认知 Nutritional knowledge cognition | 0.03 | 0.87 | 0.08 | 1.21 | 0.01 | 0.05 | 0.01 | 0.07 |
市场准入 Market access | -0.04 | -1.41 | -0.10 | -1.30 | -0.03 | -0.76 | -0.05 | -0.86 |
食物营养教育服务 Food nutrition education service | 0.27 | 1.99** | 0.86 | 3.03*** | -0.37 | -0.99 | 0.38 | 1.58 |
常数项 Constant term | 1.31 | 1.29 | -0.61 | -0.36 | 0.93 | 0.41 | 3.77 | 2.21** |
样本量 Sample size | 395 | 139 | 100 | 156 | ||||
Wald统计值 Wald statistic | 31.11*** | 25.64*** | 10.80 | 19/09** | ||||
伪R2 Pseudo R2 | 0.06 | 0.13 | 0.07 | 0.12 | ||||
Log pseudolikelihood | -251.38 | -82.21 | -64.27 | -86.77 | ||||
最大的vif The bigges vif | 2.14 | 2.53 | 2.12 | 2.85 | ||||
平均的vif Mean vif | 1.40 | 1.64 | 1.54 | 1.54 | ||||
怀特检验的Chi2值 Chi2 value of White test | 69.60 | 69.03 | 58.70 | 40.41 | ||||
Hausman内生性检验的Chi2值 Chi2 value of Hausman endogeneity test | 1.32 | 1.19 | 1.10 | 1.13 |
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