• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

利用轻量级深度学习模型分析社会资本、动态能力与农民合作社绩效之间的关系——以辽宁省为例

Analyzing the Relationship among Social Capital, Dynamic Capability, and Farmers' Cooperative Performance Using Lightweight Deep Learning Model: A Case Study of Liaoning Province.

机构信息

School of Economics and Management, Shenyang Agricultural University, Shenyang 110000, China.

出版信息

Comput Intell Neurosci. 2023 Mar 1;2023:7064236. doi: 10.1155/2023/7064236. eCollection 2023.

DOI:10.1155/2023/7064236
PMID:36909975
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9995197/
Abstract

The purpose of this study is to understand the relationship between social capital and the performance of Farmers' Cooperatives (Cooperatives) and explore the internal mechanism of social capital affecting the performance of Cooperatives. This work selects two dimensions: cognitive social capital (CSC) and structural social capital (SSC), as indexes to measure the social capital of Cooperatives. An analytical framework is proposed: "Social capital-Dynamic capabilities-Organizational performance." First, according to the characteristics of Cooperatives, it determines the most appropriate index values and preprocesses the original data. Statistical Product and Service Solutions (SPSS) and Analysis of Moment Structure (AMOS) 25.0 software are used for factor analysis. A financial performance evaluation model of Cooperatives based on backpropagation neural network (BPNN) is constructed. Then, based on the survey data of 212 Cooperatives in Liaoning Province, the structural equation model (SEM) is used to test the interaction path between "Social capital-Dynamic capacity-Organizational performance." The results show that SSC's standardized regression coefficients (SRCs) on Cooperatives' economic benefits and member satisfaction are 0.208 and 0.095, respectively, significant at 1%. The actual case analysis concludes that the larger the scale of the structural network embedded in Cooperatives is, the more conducive it is to obtaining extensive resources. As such, Cooperatives can absorb the advanced experience and compensate for the weakness of lack of internal resources and experience. The SRC of CSC on Cooperatives' economic benefits is 0.336, and the value is 0.204, indicating an insignificant impact of CSC on Cooperatives' economic benefits. This work considers environmental variability, uses dynamic capacity as an independent variable, opens the "black box" between social capital and the performance of Cooperatives, and reveals the intermediate path between the two.

摘要

本研究旨在探讨社会资本与农民专业合作社(合作社)绩效之间的关系,并探索社会资本影响合作社绩效的内在机制。本研究选取认知社会资本(CSC)和结构社会资本(SSC)两个维度作为合作社社会资本的衡量指标,提出“社会资本-动态能力-组织绩效”的分析框架。首先,根据合作社的特点,确定最适合的指标值并对原始数据进行预处理。采用统计产品与服务解决方案(SPSS)和结构方程模型(AMOS)25.0 软件进行因子分析。构建基于反向传播神经网络(BPNN)的合作社财务绩效评价模型。然后,基于辽宁省 212 家合作社的调查数据,采用结构方程模型(SEM)检验“社会资本-动态能力-组织绩效”的交互路径。结果表明,SSC 对合作社经济效益和成员满意度的标准化回归系数(SRC)分别为 0.208 和 0.095,在 1%的水平上显著。实际案例分析得出结论,合作社中嵌入的结构网络规模越大,越有利于获得广泛的资源。因此,合作社可以吸收先进经验,弥补内部资源和经验不足的弱点。CSC 对合作社经济效益的 SRC 为 0.336,值为 0.204,表明 CSC 对合作社经济效益的影响不显著。本研究考虑环境的可变性,将动态能力作为自变量,打开社会资本与合作社绩效之间的“黑箱”,揭示两者之间的中间路径。

相似文献

1
Analyzing the Relationship among Social Capital, Dynamic Capability, and Farmers' Cooperative Performance Using Lightweight Deep Learning Model: A Case Study of Liaoning Province.利用轻量级深度学习模型分析社会资本、动态能力与农民合作社绩效之间的关系——以辽宁省为例
Comput Intell Neurosci. 2023 Mar 1;2023:7064236. doi: 10.1155/2023/7064236. eCollection 2023.
2
The Effect of Technical Training Provided by Agricultural Cooperatives on Farmers' Adoption of Organic Fertilizers in China: Based on the Mediation Role of Ability and Perception.农业合作社提供的技术培训对中国农民采纳有机肥的影响:基于能力和感知的中介作用。
Int J Environ Res Public Health. 2022 Nov 1;19(21):14277. doi: 10.3390/ijerph192114277.
3
Research on the Impact of Members' Social Capital within Agricultural Cooperatives on Their Adoption of IPM in China.研究中国农业合作社成员的社会资本对其采用 IPM 的影响。
Int J Environ Res Public Health. 2022 Sep 13;19(18):11538. doi: 10.3390/ijerph191811538.
4
Policy Evaluation of Demonstration Cooperative Construction: Evidence from Sichuan Province, China.示范合作社建设的政策评估:来自中国四川省的证据。
Int J Environ Res Public Health. 2022 Sep 27;19(19):12259. doi: 10.3390/ijerph191912259.
5
Do cooperatives exclude small-scale farming households? Evidence from Fuchuan County, Guangxi Province.合作社是否排斥小规模农户?来自广西富川县的证据。
PLoS One. 2022 Aug 8;17(8):e0272150. doi: 10.1371/journal.pone.0272150. eCollection 2022.
6
Retracted: Analyzing the Relationship among Social Capital, Dynamic Capability, and Farmers' Cooperative Performance Using Lightweight Deep Learning Model: A Case Study of Liaoning Province.撤回:使用轻量级深度学习模型分析社会资本、动态能力与农民合作社绩效之间的关系:以辽宁省为例。
Comput Intell Neurosci. 2023 Oct 4;2023:9828309. doi: 10.1155/2023/9828309. eCollection 2023.
7
Cooperative membership and farmers' environment-friendly practices: Evidence from Fujian, China.合作社成员资格与农民的环保实践:来自中国福建的证据。
Heliyon. 2023 Oct 10;9(10):e20819. doi: 10.1016/j.heliyon.2023.e20819. eCollection 2023 Oct.
8
Study on the Influence of Social Capital on Farmers' Participation in Rural Domestic Sewage Treatment in Nanjing, China.中国南京社会资本对农民参与农村生活污水处理影响研究。
Int J Environ Res Public Health. 2020 Apr 5;17(7):2479. doi: 10.3390/ijerph17072479.
9
The impact of farmers' participation in green cooperative production on green performance-A study based on the moderating effect of environmental regulation.农民参与绿色合作生产对绿色绩效的影响——基于环境规制调节作用的研究。
Sci Rep. 2024 Jul 20;14(1):16733. doi: 10.1038/s41598-024-67167-7.
10
Member commitment in farmers' cooperatives in China: The role of contractual and relational governance mechanisms.中国农民合作社成员的承诺:契约和关系治理机制的作用。
PLoS One. 2023 Jul 27;18(7):e0288925. doi: 10.1371/journal.pone.0288925. eCollection 2023.

引用本文的文献

1
Retracted: Analyzing the Relationship among Social Capital, Dynamic Capability, and Farmers' Cooperative Performance Using Lightweight Deep Learning Model: A Case Study of Liaoning Province.撤回:使用轻量级深度学习模型分析社会资本、动态能力与农民合作社绩效之间的关系:以辽宁省为例。
Comput Intell Neurosci. 2023 Oct 4;2023:9828309. doi: 10.1155/2023/9828309. eCollection 2023.

本文引用的文献

1
Using multiple linear regression and BP neural network to predict critical meteorological conditions of expressway bridge pavement icing.运用多元线性回归和 BP 神经网络预测高速公路桥梁路面结冰的关键气象条件。
PLoS One. 2022 Feb 4;17(2):e0263539. doi: 10.1371/journal.pone.0263539. eCollection 2022.
2
Influence of the enterprise's intelligent performance evaluation model using neural network and genetic algorithm on the performance compensation of the merger and acquisition parties in the commitment period.神经网络和遗传算法的企业智能绩效评估模型对承诺期内并购方业绩补偿的影响。
PLoS One. 2021 Mar 19;16(3):e0248727. doi: 10.1371/journal.pone.0248727. eCollection 2021.
3
Estimating effects of cooperative membership on farmers' safe production behaviors: evidence from the rice sector in China.
评估合作社成员身份对农民安全生产行为的影响:来自中国水稻部门的证据。
Environ Sci Pollut Res Int. 2021 May;28(20):25400-25418. doi: 10.1007/s11356-020-12337-z. Epub 2021 Jan 18.
4
Place, social capital, and mental health: A mixed-methods case study of a community-based intervention.地点、社会资本与心理健康:基于社区干预的混合方法案例研究。
Health Place. 2020 Jul;64:102386. doi: 10.1016/j.healthplace.2020.102386. Epub 2020 Jul 23.
5
Effect of cognitive and structural social capital on depression among older adults in Ghana: A multilevel cross-sectional analysis.认知和结构社会资本对加纳老年人抑郁的影响:一项多层次的横断面分析。
Arch Gerontol Geriatr. 2020 Jul-Aug;89:104045. doi: 10.1016/j.archger.2020.104045. Epub 2020 Mar 28.
6
Temperature Compensation of Elasto-Magneto-Electric (EME) Sensors in Cable Force Monitoring Using BP Neural Network.基于 BP 神经网络的缆索力监测用压磁弹性(EME)传感器温度补偿。
Sensors (Basel). 2018 Jul 6;18(7):2176. doi: 10.3390/s18072176.
7
The Relationship between Air Pollution and Depression in China: Is Neighbourhood Social Capital Protective?中国的空气污染与抑郁之间的关系:邻里社会资本是否具有保护作用?
Int J Environ Res Public Health. 2018 Jun 2;15(6):1160. doi: 10.3390/ijerph15061160.