Climate Change Risk and Green Low-Carbon Development in Agriculture: Evidence from China on the Regulatory Role of Agricultural Insurance and Spatial Spillover Effects

Climate Change Risk and Green Low-Carbon Development in Agriculture: Evidence from China on the Regulatory Role of Agricultural Insurance and Spatial Spillover Effects

<p dir="ltr">This study uses panel data from 31 provinces in China for the period 2003–2023. The specific data sources and processing methods are as follows:</p><ol><li><b>Climate Risk Data</b><br>The climate risk index is calculated using the data...

Disgrifiad llawn

Wedi'i Gadw mewn:

Manylion Llyfryddiaeth
Prif Awdur:	ZHAOYANG LU (21957038) (author)
Awduron Eraill:	NAN LI (22678883) (author), HAILONG FENG (22678886) (author), JIANGLAI DONG (22678906) (author), DIAO GOU (22678910) (author), MING XU (22678888) (author)
Cyhoeddwyd:	2025
Pynciau:	Sustainable agricultural development climate change risks green and low-carbon development of agriculture agricultural insurance spatial spillover effect spatial durbin model
Tagiau:	Ychwanegu Tag Dim Tagiau, Byddwch y cyntaf i dagio'r cofnod hwn!

Eitemau Tebyg

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Agricultural vulnerability to pollinator declines in each municipality across Brazil, considering the 2019 harvest.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

Total agricultural production value of leading crops in the 2019 harvest across all Brazilian municipalities.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

Supplementary data
gan: In Sokra (20702624)
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Data and code for spillover analysis described in Cumming, G.S. (2025). <b>Protected area management has significant spillover effects on vegetation</b>. <i>Nature, </i>https://doi.org/10.1038/s41586-025-09837-8
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Estimated total production value, economic value of pollination (EVP) for the entire country and within each biome domain. Values refer to the leading crops in the 2019 harvest. <sup>1</sup>Source: IBGE.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

Results of the generalized linear mixed model (GLMM) using a Tweedie distribution (log link). The response variable is the vulnerability to pollinator decline. Estimates (β), standard errors, z-values, and p-values and 95% confidence intervals (CI, low – high) are shown. Significance levels were assessed at P < 0.05.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

Results of the generalized linear mixed model (GLMM) using a Tweedie distribution (log link). The response variable is the economic value of pollination. Estimates (β), standard errors, z-values, and 95% confidence intervals (CI, low – high) p-values are shown. Significance levels were assessed at a P < 0.05 threshold.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

The 60 leading crops cultivated in Brazil, the economic value of pollination (EVP) of the harvest in 2019 and the degree of pollination dependence. Information on the degree of cropland dependence on pollinators are sourced from Klein et al. (2007), much of which are reiterated in Roubik (2018)<sup>1</sup>; Giannini et al. (2015)<sup>2</sup>; Campbell et al. (2018)<sup>3</sup> and Dorneles <i>et al</i>. (2013)<sup>4.</sup>
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Economic value of pollination (EVP) (A) and vulnerability to pollinator declines (B) across Brazilian biomes excluding soybean.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

Economic value of pollination (EVP) (A) and vulnerability to pollinator declines (B) across Brazilian biomes including soybean.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

Correlation between municipal scale vulnerability to pollinator declines excluding soybean cultivation and Human Development Index (HDI), Gross Domestic Product (GDP), Human footprint, Habitat loss, and Proportion of low-income farmers.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

Correlation between municipal scale vulnerability to pollinator declines including soybean cultivation and Human Development Index (HDI), Gross Domestic Product (GDP), Human footprint, Habitat loss, and Proportion of low-income farmers.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

Correlation between the municipal economic value of pollination excluding soybean and Human Development Index (HDI), Gross Domestic Product (GDP), Human footprint, Habitat loss, and Proportion of low-income farmers.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

Correlation between the municipal economic value of pollination including soybean and Gross Domestic Product (GDP), Human Development Index (HDI), Habitat loss, Farm size, Human footprint, and Proportion of low-income farmers.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

The economic value of pollination in each municipality across Brazil, considering the 2019 harvest.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

Relationship between the proportion of low-income farmers and (A) the economic value of pollination (EVP) and (B) the vulnerability associated with pollinator dependence across six Brazilian biomes, with soybean excluded.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

Relationship between the proportion of low-income farmers and (A) the economic value of pollination (EVP) and (B) the vulnerability associated with pollinator dependence across six Brazilian biomes, with soybean included.
gan: Willams Oliveira (21442562)
Cyhoeddwyd: (2025)

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gan: Fee Nanett Trau (16734722)
Cyhoeddwyd: (2025)

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gan: Fee Nanett Trau (16734722)
Cyhoeddwyd: (2025)

Number of samples available and used for analysis for each water body and the FFGs.
gan: Fee Nanett Trau (16734722)
Cyhoeddwyd: (2025)

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