地理研究 ›› 2021, Vol. 40 ›› Issue (8): 2272-2291.doi: 10.11821/dlyj020200143
吴蓉1,2(), 潘卓林2,3, 刘晔2,3, 李志刚4,5(
)
收稿日期:
2020-02-27
接受日期:
2021-05-14
出版日期:
2021-08-10
发布日期:
2021-10-10
通讯作者:
李志刚(1976-),男,湖北天门人,教授,博士生导师,研究方向为城市地理、城市空间与规划。E-mail: zhigangli@whu.edu.cn作者简介:
吴蓉(1993-),女,甘肃天水人,博士,讲师,研究方向为城市地理、社会与环境心理。E-mail: wurong@gdut.edu.cn
基金资助:
WU Rong1,2(), PAN Zhuolin2,3, LIU Ye2,3, LI Zhigang4,5(
)
Received:
2020-02-27
Accepted:
2021-05-14
Published:
2021-08-10
Online:
2021-10-10
摘要:
随着城市建设用地飞速扩张,绿地作为稀缺资源,对居民心理健康具有重要影响。本文基于2015年广州市1273份居民问卷调查数据,并通过腾讯街景视图和机器学习算法提取街景绿地数据,考察街景绿地、地方依恋和心理健康之间的内在逻辑与机理,并对比本地居民和外来移民的差异。研究发现:① 街景绿地与居民心理健康水平呈显著的正相关关系;② 街景绿地与心理健康的关系受到中介变量地方依恋的影响,即街景绿地通过影响居民地方依恋,间接影响其心理健康水平;③ 对于本地居民,地方依恋发挥完全中介效应,即街景绿地对居民心理健康的影响完全通过地方依恋实现;④ 对于外来移民,地方依恋则发挥部分中介效应,即街景绿地不仅直接作用于居民的心理健康状况,而且通过影响居民的地方依恋间接提升其心理健康水平。
吴蓉, 潘卓林, 刘晔, 李志刚. 城市街景绿地对居民心理健康的影响——以广州为例[J]. 地理研究, 2021, 40(8): 2272-2291.
WU Rong, PAN Zhuolin, LIU Ye, LI Zhigang. The effect of streetscape greenery on residents' mental health: A case study of Guangzhou[J]. GEOGRAPHICAL RESEARCH, 2021, 40(8): 2272-2291.
表1
社会人口特征
本文调查样本 | 广州市第六次人口普查数据 | |||
---|---|---|---|---|
样本数量 | 1273 | 户籍人口(万人) | 1270.08 | |
年龄(岁) | 年龄(%) | |||
均值 | 39.98 | 14岁以下 | 11.47 | |
- | - | 15~64岁 | 81.91 | |
- | - | 65岁以上 | 6.62 | |
性别(%) | 性别(%) | |||
男 | 51.70 | 男 | 52.26 | |
女 | 48.30 | 女 | 47.74 | |
受教育程度(%) | 受教育程度(%) | |||
小学及以下 | 4.60 | 小学及以下 | 16.67 | |
初中 | 25.70 | 初中 | 36.13 | |
高中(中专) | 32.90 | 高中(中专) | 22.92 | |
大学本科(大专)及以上 | 36.80 | 大学本科(大专)及以上 | 24.28 | |
婚姻状况(%) | 婚姻状况(%) | |||
已婚 | 80.30 | 已婚 | 53.56 | |
未婚、离异或丧偶 | 19.70 | 未婚、离异或丧偶 | 46.44 | |
在业情况(%) | 在业情况(%) | |||
在业(包括临时工作) | 81.00 | 在业(包括临时工作) | 64.03 | |
失业、待业、下岗或退休 | 16.80 | 失业、待业、下岗或退休 | 25.81 | |
在校学生 | 2.20 | 在校学生 | 10.16 | |
户口所在地(%) | 户口所在地(%) | |||
本地户口 | 42.80 | 本地户口 | 51.09 | |
外来移民 | 57.20 | 外地户口 | 48.04 | |
- | - | 户口待定 | 0.87 | |
家庭年总收入(%) | 收入(均值) | |||
0~2.5万元 | 4.87 | 城市居民人均可支配收入(万元) | 4.30 | |
2.5万元~5.0万元 | 17.74 | 农村居民家庭人均收入(万元) | 2.18 | |
5.0万元~10.0万元 | 40.87 | - | - | |
10.0万元~20.0万元 | 20.61 | - | - | |
20.0万元以上 | 12.78 | - | - | |
拒绝回答 | 3.13 | - | - |
表2
分组样本社会人口特征
本地居民 | 外来移民 | |
---|---|---|
样本数量 | 550 | 723 |
年龄均值(岁) | 42.98 | 37.69 |
性别(%) | ||
男 | 53.60 | 50.10 |
女 | 46.40 | 49.90 |
婚姻状况(%) | ||
已婚 | 76.80 | 83.10 |
未婚、离异或丧偶 | 23.20 | 16.90 |
受教育程度(%) | ||
小学及以下 | 2.90 | 8.90 |
初中 | 19.80 | 30.50 |
高中(中专) | 40.90 | 26.20 |
大学本科(大专)及以上 | 36.40 | 34.40 |
在业情况(%) | ||
在业(包括临时工作) | 73.10 | 87.50 |
失业、待业、下岗或退休 | 23.70 | 11.30 |
在校学生 | 3.20 | 1.20 |
家庭年总收入(%) | ||
0~2.5万元 | 6.20 | 2.90 |
2.5万元~5.0万元 | 19.10 | 16.90 |
5.0万元~10.0万元 | 44.40 | 41.10 |
10.0万元~20.0万元 | 21.00 | 21.00 |
20.0万元以上 | 6.70 | 15.00 |
拒绝回答 | 2.60 | 3.10 |
表3
心理健康与地方依恋量表
Cronbach's α | 基于标准化项的Cronbach's α | 指标解释 | |
---|---|---|---|
心理健康 | 0.801 | 0.803 | 能集中精力于你所做的任何事情 |
由于焦虑而失眠 | |||
感到对事物发挥作用了 | |||
感到对事物能做出决定 | |||
一直感到精神紧张 | |||
感到不能克服困难 | |||
能喜欢日常的活动 | |||
能直面矛盾 | |||
感到不高兴和抑郁 | |||
对自己失去信心了 | |||
认为自己是一个没有价值的人 | |||
总的来看,感到比较愉快 | |||
地方依恋 | 0.836 | 0.838 | 我对社区有归属感 |
我对社区有情感依恋 | |||
我喜欢社区的生活氛围 | |||
我关注对社区的新闻和电视报道 | |||
成为社区的一部分对我来说很重要 | |||
我想在社区里长期住下去 | |||
跟社区居民建立关系对我来说很重要 |
表4
样本社区概况
社区名称 | 区属 | 绿化可见度(%) | 建成环境指标 | 社会环境指标 | |
---|---|---|---|---|---|
人口密度 (万人/km2) | 每万人POI数量 (个/万人) | 邻里活跃度 | |||
广船社区 | 荔湾区 | 20.08 | 9.12 | 2197 | 6 |
扬仁东社区 | 荔湾区 | 20.58 | 5.54 | 23422 | 6 |
鹤洞社区 | 荔湾区 | 29.02 | 1.82 | 2998 | 6 |
仁生里社区 | 越秀区 | 35.72 | 6.86 | 27299 | 6 |
高第社区 | 越秀区 | 27.12 | 30.23 | 4195 | 4 |
桂花岗社区 | 越秀区 | 25.95 | 3.93 | 10983 | 6 |
世昌社区 | 海珠区 | 19.13 | 9.66 | 12478 | 6 |
大沙社区 | 海珠区 | 19.26 | 1.80 | 2122 | 5 |
大塘社区 | 海珠区 | 17.09 | 6.63 | 5190 | 5 |
岳洲社区 | 天河区 | 27.19 | 0.19 | 5305 | 4 |
南富社区 | 天河区 | 30.77 | 1.92 | 2235 | 6 |
荔苑社区 | 天河区 | 29.92 | 2.00 | 10933 | 6 |
平乐社区 | 白云区 | 16.71 | 3.38 | 2282 | 3 |
石桥头社区 | 白云区 | 23.53 | 0.84 | 5796 | 6 |
南航新村社区 | 白云区 | 41.28 | 28.91 | 9539 | 6 |
颐和山庄社区 | 白云区 | 25.66 | 1.29 | 3363 | 6 |
萧岗南社区 | 白云区 | 28.19 | 10.75 | 1523 | 2 |
德安社区 | 番禺区 | 36.46 | 4.67 | 6105 | 5 |
广奥社区 | 番禺区 | 20.62 | 4.11 | 3399 | 4 |
星河湾社区 | 番禺区 | 23.35 | 1.48 | 4413 | 4 |
大山村 | 番禺区 | 22.29 | 3.42 | 2050 | 1 |
黄埔花园社区 | 番禺区 | 26.37 | 50.00 | 4845 | 6 |
横沙社区 | 番禺区 | 21.46 | 0.30 | 4030 | 6 |
均值 | 25.55 | 8.21 | 6813.13 | 5 | |
标准差 | 6.35 | 12.08 | 6652.69 | 1.45 |
表5
总样本中介效应模型
因变量:心理健康 (模型一) | 因变量:地方依恋 (模型二) | 因变量:心理健康 (模型三) | ||||
---|---|---|---|---|---|---|
系数 | 标准误 | 系数 | 标准误 | 系数 | 标准误 | |
街景绿地可见度 | -0.122*** | 0.044 | 0.175 | 0.112 | -0.110** | 0.045 |
社区变量 | ||||||
每万人POI数量 | -0.104*** | 0.028 | 0.103* | 0.058 | -0.097*** | 0.028 |
人口密度 | -0.053 | 0.034 | -0.083 | 0.073 | -0.059* | 0.035 |
邻里活跃度 | 0.001 | 0.056 | 0.021 | 0.080 | 0.002 | 0.058 |
个体变量 | ||||||
35~45岁 | -0.086 | 0.055 | 0.189* | 0.103 | -0.074 | 0.058 |
45岁以上 | -0.047 | 0.098 | 0.311* | 0.177 | -0.027 | 0.099 |
性别 | 0.059 | 0.060 | 0.216* | 0.112 | 0.074 | 0.060 |
大学本科(大专)及以上 | -0.226*** | 0.069 | 0.274** | 0.133 | -0.207*** | 0.072 |
高中(中专) | -0.085 | 0.080 | 0.026 | 0.095 | -0.083 | 0.080 |
中共党员身份 | -0.073 | 0.094 | 0.383** | 0.158 | -0.047 | 0.098 |
未婚、离异或丧偶 | -0.113 | 0.164 | 0.070 | 0.247 | -0.108 | 0.166 |
广州户口 | 0.058 | 0.059 | 0.148 | 0.142 | 0.068 | 0.058 |
家庭收入 | -0.083 | 0.143 | 0.471 | 0.321 | -0.055 | 0.150 |
居住时长 | 0.036 | 0.036 | 0.115* | 0.061 | 0.445 | 0.036 |
房屋所有权 | -0.205*** | 0.078 | 0.541*** | 0.194 | -0.171** | 0.079 |
社会交往人数 | -0.016 | 0.043 | 0.081 | 0.109 | -0.011 | 0.047 |
中介变量 | ||||||
地方依恋 | -0.068*** | 0.022 | ||||
常量 | 0.258** | 0.107 | -0.755*** | 0.212 | 0.208* | 0.115 |
样本数 | 1273 | 1273 | 1273 |
表6
本地居民与外来移民回归结果对比
本地居民 | 外来移民 | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
模型一 | 模型二 | 模型三 | 模型一 | 模型二 | 模型三 | |||||||
系数 | 标准误 | 系数 | 标准误 | 系数 | 标准误 | 系数 | 标准误 | 系数 | 标准误 | 系数 | 标准误 | |
社区变量 | ||||||||||||
街景绿地可见度 | -0.093* | 0.056 | 0.205* | 0.117 | -0.080 | 0.058 | -0.132** | 0.055 | 0.246* | 0.140 | -0.114** | 0.055 |
每万人POI数量 | -0.120*** | 0.034 | 0.104 | 0.072 | -0.113*** | 0.036 | -0.082** | 0.038 | 0.099 | 0.080 | -0.075** | 0.038 |
人口密度 | -0.109*** | 0.035 | -0.137* | 0.072 | -0.118*** | 0.034 | -0.009 | 0.041 | -0.042 | 0.109 | -0.012 | 0.044 |
邻里活跃度 | -0.069 | 0.084 | 0.025 | 0.167 | -0.068 | 0.080 | -0.027 | 0.059 | -0.036 | 0.103 | -0.029 | 0.061 |
个体变量 | ||||||||||||
35~45岁 | -0.072 | 0.139 | -0.106 | 0.176 | -0.079 | 0.140 | -0.106* | 0.061 | 0.314** | 0.138 | -0.083 | 0.067 |
45岁以上 | -0.120 | 0.162 | 0.085 | 0.255 | -0.116 | 0.161 | 0.147 | 0.164 | 0.364** | 0.153 | 0.042 | 0.159 |
性别 | -0.059 | 0.066 | 0.248 | 0.199 | -0.043 | 0.065 | 0.121 | 0.074 | 0.218* | 0.115 | 0.137* | 0.073 |
大学本科(大专)及以上 | -0.271** | 0.129 | 0.137 | 0.207 | -0.264** | 0.127 | -0.206*** | 0.068 | 0.250 | 0.227 | -0.189*** | 0.070 |
高中(中专) | -0.111 | 0.111 | 0.026 | 0.166 | -0.110 | 0.110 | -0.046 | 0.122 | -0.029 | 0.113 | -0.047 | 0.123 |
中共党员身份 | 0.022 | 0.110 | 0.557* | 0.289 | 0.058 | 0.116 | -0.157 | 0.112 | 0.232* | 0.137 | -0.141 | 0.118 |
未婚、离异或丧偶 | 0.126 | 0.355 | -0.392 | 0.323 | 0.100 | 0.354 | -0.152 | 0.173 | 0.288 | 0.274 | -0.128 | 0.180 |
家庭收入 | -1.375*** | 0.472 | 1.033 | 1.002 | -1.310*** | 0.466 | 0.075 | 0.133 | 0.445 | 0.370 | 0.098 | 0.147 |
居住时长 | -0.002 | 0.042 | 0.098 | 0.076 | 0.005 | 0.042 | 0.126 | 0.111 | 0.028 | 0.160 | 0.128 | 0.107 |
房屋所有权 | -0.255** | 0.104 | 0.236 | 0.351 | -0.241** | 0.100 | -0.188* | 0.113 | 0.627*** | 0.193 | -0.149 | 0.121 |
社会交往人数 | -0.014 | 0.054 | 0.014 | 0.122 | -0.013 | 0.060 | -0.008 | 0.054 | 0.246** | 0.099 | 0.010 | 0.051 |
中介变量 | ||||||||||||
地方依恋 | -0.064** | 0.028 | -0.073*** | 0.028 | ||||||||
常量 | 0.397** | 0.200 | -0.071 | 0.326 | 0.396 | 0.204 | 0.261 | 0.184 | -0.883*** | 0.266 | 0.199 | 0.187 |
样本数 | 550 | 550 | 550 | 723 | 723 | 723 |
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