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...

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Váldodahkki:	ZHAOYANG LU (21957038) (author)
Eará dahkkit:	NAN LI (22678883) (author), HAILONG FENG (22678886) (author), JIANGLAI DONG (22678906) (author), DIAO GOU (22678910) (author), MING XU (22678888) (author)
Almmustuhtton:	2025
Fáttát:	Sustainable agricultural development climate change risks green and low-carbon development of agriculture agricultural insurance spatial spillover effect spatial durbin model
Fáddágilkorat:	Lasit fáddágilkoriid Eai fáddágilkorat, Lasit vuosttaš fáddágilkora!

Geahča maid

Elbow method results
Dahkki: Leonardo Campos (22674860)
Almmustuhtton: (2025)

Table 1_Agricultural sustainability in the European Union: a review of concepts, policies and economic perspectives.docx
Dahkki: Ioan Prigoreanu (22687250)
Almmustuhtton: (2025)

Awareness and adoption of agricultural ecommerce applications in Bushbuckridge local municipality, Mpumalanga Province
Dahkki: Progress Lefsifi (22661270)
Almmustuhtton: (2025)

Spatiotemporal Dynamics of Global Agricultural Transport Greenhouse Gas Emissions from Trade and the Climate Implications of Localization Strategies
Dahkki: Zihan Gao (10820297)
Almmustuhtton: (2025)

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

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

Supplementary data
Dahkki: In Sokra (20702624)
Almmustuhtton: (2025)

Data from:Long-term monitoring indicates stability of summer range forage resources at the US Sheep Experiment Station
Dahkki: Hailey Wilmer (17362309)
Almmustuhtton: (2025)

Spatially uneven mitigation effects of digital financial inclusion on carbon emissions in China
Dahkki: Leying Wu (3937943)
Almmustuhtton: (2025)

Supplementary file 1_Spillover effects of military healthcare reform on civilian hospitals in China.zip
Dahkki: Jie Ma (166937)
Almmustuhtton: (2025)

Salmon feed ingridients
Dahkki: Atle Guttormsen (22682399)
Almmustuhtton: (2025)

Data Sheet 1_Mapping soil salinity using machine learning and remote sensing data in semi-arid croplands.docx
Dahkki: Abdelwahed Chaaou (22686404)
Almmustuhtton: (2025)

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
Dahkki: Graeme Cumming (20423411)
Almmustuhtton: (2025)

Measure Your Harvest: long-term citizen-science reveals the contribution of own-growing to UK food security - dataset
Dahkki: Boglarka Gulyas (15326527)
Almmustuhtton: (2025)

Table 3_Spatial inequality and policy implications of school physical education resource allocation: evidence from Shaanxi Province, China.xlsx
Dahkki: Chengwei Xu (13877765)
Almmustuhtton: (2025)

Table 1_Spatial inequality and policy implications of school physical education resource allocation: evidence from Shaanxi Province, China.docx
Dahkki: Chengwei Xu (13877765)
Almmustuhtton: (2025)

Table 2_Spatial inequality and policy implications of school physical education resource allocation: evidence from Shaanxi Province, China.docx
Dahkki: Chengwei Xu (13877765)
Almmustuhtton: (2025)

Table 1_Potential spillover effect of eco-directed pharmaceutical disposal on pro-environmental disinfectant use among Chinese residents.docx
Dahkki: Xintong Chen (517562)
Almmustuhtton: (2025)

Presentation 1_Building regulatory resilience in shipping: green technology licensing and carbon tax policies.pdf
Dahkki: Ying Shi (115282)
Almmustuhtton: (2025)

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.
Dahkki: Willams Oliveira (21442562)
Almmustuhtton: (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.
Dahkki: Willams Oliveira (21442562)
Almmustuhtton: (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.
Dahkki: Willams Oliveira (21442562)
Almmustuhtton: (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>
Dahkki: Willams Oliveira (21442562)
Almmustuhtton: (2025)

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

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

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

Data Sheet 1_Building regulatory resilience in shipping: green technology licensing and carbon tax policies.zip
Dahkki: Ying Shi (115282)
Almmustuhtton: (2025)

<b>Ontogenetic remodeling of cell wall polymers in Algerian </b><b><i>Retama raetam</i></b><b>: Biomass valorization potential and antifungal properties</b>
Dahkki: Hassiba BOKHARI (22688354)
Almmustuhtton: (2025)

Table 1_Sulphur nutrition management in Sub-Saharan Africa crop production: a systematic review.docx
Dahkki: Martin M. Moshi (22687466)
Almmustuhtton: (2025)

Data Sheet 2_Green governance and institutional resilience: strengthening environmental policies for a low-carbon economy in mangrove ecosystems.pdf
Dahkki: Mimin Sundari Nasution (22687589)
Almmustuhtton: (2025)

Data Sheet 1_Green governance and institutional resilience: strengthening environmental policies for a low-carbon economy in mangrove ecosystems.pdf
Dahkki: Mimin Sundari Nasution (22687589)
Almmustuhtton: (2025)

Overview of the measured water quality and environmental parameters for the seven water bodies. Values for NO<sub>2</sub><sup>-</sup> [mg/L] not shown as they are all 0. EC = electric conductivity, Temp. = water temperature.
Dahkki: Fee Nanett Trau (16734722)
Almmustuhtton: (2025)

Niche overlaps of ponds and ditches for the functional feeding groups (FFGs) calculated for two datasets. The overlap for collector/filterer cannot be calculated due to their absence in pond samples.
Dahkki: Fee Nanett Trau (16734722)
Almmustuhtton: (2025)

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

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