[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-53":3,"related-53":74},{"id":4,"title":5,"url":6,"summary":7,"summary_zh":8,"content":9,"source_name":10,"source_url":8,"published_at":11,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":15,"score_detail":16,"sources":23,"tags":25,"primary_topic":31,"secondary_topics":37,"classification":38,"search_phrases":67,"slug":70,"view_count":71,"doi":72,"paper":8,"created_at":73},53,"数字素养、虚拟社交网络与家庭农场新技术采纳：来自中国辽宁421户种植型家庭农场的证据","https:\u002F\u002Fwww.frontiersin.org\u002Fjournals\u002Fsustainable-food-systems\u002Farticles\u002F10.3389\u002Ffsufs.2026.1915916\u002Ffull","基于辽宁省14个地级市421户种植型家庭农场的田野调查数据，运用Poisson回归与Tobit模型考察数字素养对新技术采纳数量与需求实现度的影响。研究发现数字素养显著增加新技术采纳数量，并与需求实现度呈倒U型关系；异质性分析显示在非示范家庭农场和低教育经营者中效应更明显；机制分析显示数字素养通过扩展家庭农场经营者的虚拟社交网络影响新技术采纳数量与需求实现度；进一步分析表明信贷可及性在数字素养与需求实现度倒U型关系中起调节作用。研究为提升家庭农场经营者数字素养、优化农技供给、推进可持续农业转型提供实证依据。",null,"[](https:\u002F\u002Fwww.frontiersin.org\u002F)\n\n[![Image 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Agricultural and Food Economics\n\nVolume 10 - 2026 |  doi: 10.3389\u002Ffsufs.2026.1915916\n\n[Published in ![Image 6: Frontiers in Sustainable Food Systems](https:\u002F\u002Fd2csxpduxe849s.cloudfront.net\u002Fmedia\u002FE32629C6-9347-4F84-81FEAEF7BFA342B3\u002FF3B1CE16-45F3-4D96-BE72BE0491F0DAF2\u002Fwebimage-08DFEB67-EB21-43D0-995D8A1DFF53DB18.png) Frontiers in Sustainable Food Systems * #### Agricultural and Food Economics * **4.1** impact factor * **6** citescore](https:\u002F\u002Fwww.frontiersin.org\u002Fjournals\u002Fsustainable-food-systems)[Part of a Research Topic Adoption and Economics of ICT-Enabled Agricultural Extension and Information Services Submission open * **5472** views * **4** articles](https:\u002F\u002Fwww.frontiersin.org\u002Fresearch-topics\u002F78643\u002Fadoption-and-economics-of-ict-enabled-agricultural-extension-and-information-services)\n\n### Reviewers\n\nReviewed by\n\n![Image 7: 2 Anonymous reviewers](https:\u002F\u002Fstatic2.frontiersin.org\u002Fstatic-resources\u002Fimages\u002Fdefault_profileimage.webp)\n\n2 Anonymous reviewers\n\nOutline\n\n*    [Abstract](https:\u002F\u002Fwww.frontiersin.org\u002Fjournals\u002Fsustainable-food-systems\u002Farticles\u002F10.3389\u002Ffsufs.2026.1915916\u002Ffull#h1)\n\n## ORIGINAL RESEARCH article\n\nFront. Sustain. Food Syst.\n\nSec. Agricultural and Food Economics\n\n# Digital literacy, virtual social networks and new agricultural technologies adoption: evidence from Chinese crop-producing family farms\n\n*   [![Image 8: Shuxin Li](https:\u002F\u002Floop.frontiersin.org\u002Fimages\u002Fprofile\u002F3572041\u002F74) Shuxin Li](https:\u002F\u002Floop.frontiersin.org\u002Fpeople\u002F3572041)\n*   [![Image 9: Xu Li](https:\u002F\u002Floop.frontiersin.org\u002Fimages\u002Fprofile\u002F3565411\u002F74) Xu Li](https:\u002F\u002Floop.frontiersin.org\u002Fpeople\u002F3565411)\n\n*   Shenyang Agricultural University, Shenyang, China\n\nArticle metrics\n\n[View details](https:\u002F\u002Fwww.frontiersin.org\u002Fjournals\u002Fsustainable-food-systems\u002Farticles\u002F10.3389\u002Ffsufs.2026.1915916\u002Ffull#metrics)\n\n106\n\nViews\n\nThe final, formatted version of the article will be published soon.\n\nNotify me\n\nSelect one of your emails\n\nYou have multiple emails registered with Frontiers:\n\nNotify me\n\nNotify me on publication\n\nPlease enter your email address:\n\nEmail \n\nIf you already have an account, please [login](https:\u002F\u002Fwww.frontiersin.org\u002Flogin?returnUrl=\u002Fjournals\u002Fsustainable-food-systems\u002Farticles\u002F10.3389\u002Ffsufs.2026.1915916\u002Fabstract)\n\nYou don't have a Frontiers account ? You can [register here](https:\u002F\u002Fwww.frontiersin.org\u002Fregister?returnUrl=\u002Fjournals\u002Fsustainable-food-systems\u002Farticles\u002F10.3389\u002Ffsufs.2026.1915916\u002Fabstract)\n\nNotify me\n\n## Abstract\n\nThe adoption of new agricultural technologies is essential for improving agricultural productivity, advancing sus","Frontiers in Sustainable Food Systems · 2026-07-24","2026-07-24T00:00:00Z","论文",10,false,73,{"impact":17,"substance":18,"depth":17,"authority":19,"freshness":20,"relevant":21,"comment":22},18,22,13,2,1,"学术论文，研究数字素养与虚拟社交网络对家庭农场技术采纳的影响，基于辽宁421户样本，方法新颖，数据可靠，但发表于4天前，时效性较低。",[24],{"name":10,"url":6},[26,27,28,29,30],"农业信息化","数字素养","家庭农场","新技术采纳","虚拟社交网络",{"code":32,"slug":33,"name":34,"path":35,"parent_code":36},"G2","farm-services","社会化服务与规模经营","\u002Ftopic\u002Frural-services\u002Ffarm-services","G",[],{"status":39,"locked":14,"version":40,"method":41,"evidence":42},"classified","2026-10-22.2","rules",{"candidates":43,"agricultural_evidence":46},[44,50,57,62],{"code":32,"score":45,"supported":46,"title":47,"abstract":48,"tags":49},12,true,[28],[28],[28],{"code":51,"score":52,"supported":46,"title":53,"abstract":54,"tags":56},"H8",3,[],[55],"可持续农业",[],{"code":58,"score":21,"supported":14,"title":59,"abstract":60,"tags":61},"I1",[],[],[26],{"code":63,"score":21,"supported":14,"title":64,"abstract":65,"tags":66},"I6",[],[],[27],[68,69],"虚拟社交网络 农业信息化 新技术采纳 家庭农场","虚拟社交网络 农业信息化","虚拟社交网络农业信息化新技术采纳家庭农场-53",11,"10.3389\u002Ffsufs.2026.1915916\u002Ffull","2026-07-28T23:53:31.274355Z",{"total":75,"page":21,"page_size":75,"items":76},6,[77,120,171,238,294,384],{"id":78,"title":79,"url":80,"summary":81,"summary_zh":8,"content":8,"source_name":10,"source_url":8,"published_at":11,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":82,"score_detail":83,"sources":87,"tags":89,"primary_topic":92,"secondary_topics":93,"classification":94,"search_phrases":114,"slug":117,"view_count":45,"doi":118,"paper":8,"created_at":119},30,"数字素养与农民对社会化服务的采纳：基于CRRS数据验证的U型关系","https:\u002F\u002Fwww.frontiersin.org\u002Fjournals\u002Fsustainable-food-systems\u002Farticles\u002F10.3389\u002Ffsufs.2026.1722049\u002Ffull","基于2020年中国社会科学院乡村振兴调查（CRRS）数据，采用因子分析和回归方法考察农民数字素养与社会化服务规模经营的关系。研究发现数字素养对服务规模经营整体呈先抑制后促进的U型关系，转折点约为0.47，机制上通过自然、社会、金融和人力资本四重中介路径发挥作用；分维度看数字信息与社会素养呈U型，数字商业素养呈线性正向；异质性上偏远农村和东部地区U型显著、中部不显著、西部线性正向，城乡郊区因机会成本高而无显著效应。",76,{"impact":17,"substance":18,"depth":17,"authority":84,"freshness":85,"relevant":21,"comment":86},14,4,"基于CRRS数据的实证研究，揭示数字素养与社会化服务采纳的U型关系，对数字乡村建设有参考价值。",[88],{"name":10,"url":80},[26,27,90,91],"社会化服务","U型关系",{"code":32,"slug":33,"name":34,"path":35,"parent_code":36},[],{"status":39,"locked":14,"version":40,"method":41,"evidence":95},{"candidates":96,"agricultural_evidence":46},[97,101,106,110],{"code":32,"score":45,"supported":46,"title":98,"abstract":99,"tags":100},[90],[90],[90],{"code":36,"score":52,"supported":46,"title":102,"abstract":103,"tags":105},[],[104],"乡村振兴",[],{"code":58,"score":21,"supported":14,"title":107,"abstract":108,"tags":109},[],[],[26],{"code":63,"score":21,"supported":14,"title":111,"abstract":112,"tags":113},[],[],[27],[115,116],"农业信息化 社会化服务 数字素养 U型关系","农业信息化 社会化服务","农业信息化社会化服务数字素养U型关系-30","10.3389\u002Ffsufs.2026.1722049\u002Ffull","2026-07-28T03:05:26.994652Z",{"id":121,"title":122,"url":123,"summary":124,"summary_zh":8,"content":8,"source_name":125,"source_url":8,"published_at":8,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":126,"score_detail":127,"sources":130,"tags":132,"primary_topic":137,"secondary_topics":138,"classification":139,"search_phrases":156,"slug":159,"view_count":21,"doi":8,"paper":160,"created_at":170},4972,"数字赋能:助推小农户融入现代农业发展轨道——基于全国农户微观数据的考察","http:\u002F\u002Fwww.qikanzj.com\u002Fhek\u002Fjnxb\u002Fmulu\u002F633014.html","钟文晶、李丹、罗必良(华南农业大学经济管理学院)基于有限理性假设和信息不对称理论,探讨互联网信息技术助推小农户数字赋能的内在机理,并利用中国劳动力动态调查(CLDS)2018年的微观数据进行实证检验。结果表明,互联网使用有效促进了小农户农业生产的机械化、土地经营的规模化以及对农业的生产性投资;异质性分析表明,数字赋能在大规模农户、中老年农户、中部和东北地区的农户组中的作用尤为显著。文章强调应加快推进农村地区的数字基础设施建设,提升农户的数字素养。","《农业经济问题》",79,{"impact":18,"substance":128,"depth":17,"authority":84,"freshness":20,"relevant":21,"comment":129},23,"基于全国微观数据的实证研究，结论扎实且具政策参考价值，但时效性偏弱，适合主题聚合而非当日精选。",[131],{"name":125,"url":123},[133,27,134,135,136],"数字乡村","小农户","互联网使用","农村数字基建",{"code":32,"slug":33,"name":34,"path":35,"parent_code":36},[],{"status":39,"locked":14,"version":40,"method":41,"evidence":140},{"candidates":141,"agricultural_evidence":46},[142,146,152],{"code":32,"score":45,"supported":46,"title":143,"abstract":144,"tags":145},[134],[134],[134],{"code":147,"score":52,"supported":46,"title":148,"abstract":149,"tags":151},"F5",[],[150],"机械化",[],{"code":63,"score":20,"supported":14,"title":153,"abstract":154,"tags":155},[],[],[133,27],[157,158],"华南农业大学 小农户 数字赋能","CLDS 互联网使用 农业生产","华南农业大学小农户数字赋能-4972",{"doi":8,"openalex_id":8,"authors":161,"venue":8,"cited_by_count":162,"oa_url":8,"card":163,"direction":167,"ingested_from":169},[],0,{"tldr":164,"method":165,"finding":166,"direction":167,"opportunity":168},"基于CLDS数据实证检验互联网使用如何助推小农户融入现代农业发展。","有限理性与信息不对称理论，CLDS 2018农户微观数据实证。","互联网使用促进小农户机械化、规模化和生产性投资，中老年及中部东北农户效应更显著。","数字乡村与农业信息化","可探究数字素养培训与数字基础设施如何协同提升小农户数字赋能效果。","agent","2026-10-15T00:06:09.096458Z",{"id":172,"title":173,"url":174,"summary":175,"summary_zh":176,"content":8,"source_name":177,"source_url":174,"published_at":178,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":15,"score_detail":179,"sources":182,"tags":184,"primary_topic":189,"secondary_topics":190,"classification":191,"search_phrases":205,"slug":208,"view_count":21,"doi":209,"paper":210,"created_at":237},4203,"Moderate-scale operation of family farms in China: underlying logic, practical constraints, and optimization pathways for sustainable food systems","https:\u002F\u002Fdoi.org\u002F10.3389\u002Ffsufs.2026.1937247","The transformation of sustainable food systems must reconcile production efficiency and supply resilience with the protection of smallholder livelihoods, and for economies with large populations and limited arable land this reconciliation rests heavily on how the scale of family-farm operation is understood and organized. The academic community has long held theoretical disagreements on this issue between static efficiency standards and dynamic equilibrium perspectives, and no integrated explanatory framework that combines economic logic, social context and temporal dimensions has yet been established. Drawing on new institutional economics, economic sociology, family life-cycle theory and intergenerational transmission theory, and proceeding through theoretical deduction, institutional context analysis and secondary evidence from policy documents, official statistics and literature, this paper develops a triple-constraint dynamic equilibrium framework for the moderate-scale operation of family farms in China; its purpose is explanatory rather than estimative, since no uniform optimal scale is defensible across heterogeneous regional endowments, crop systems, service conditions and family structures. The framework holds that moderate scale is not a fixed value set externally but a dynamic equilibrium interval of operating scale: the economic-efficiency constraint sets its lower bound, the social-embeddedness constraint sets its upper bound, and the intergenerational-sustainability constraint operates as an independent temporal condition that also moderates the position and width of the interval as the family life cycle and succession arrangements change. Seen thus, the factor-market, organisational-coordination and temporal-dimension failures observable in practice appear as three structural tensions that jointly compress the feasible interval and constrain the contribution of family farms to sustainable food-system goals. The contribution lies in bringing social embeddedness and intergenerational sustainability into the analysis of moderate scale, moving beyond a single-efficiency account and offering an integrated explanatory framework for the evolution of family-farm scale in transition economies with fragmented landholdings and household-centred production. The framework applies directly to family farms and other family-centred operations; its three constraints are analytically general, whereas their relative binding strength, the interval's position and the associated policy instruments remain conditional on the institutional environment, particularly China's collective land ownership and household contract responsibility system, so that its reference value for other transition economies is conditional rather than universal.","可持续食物系统的转型必须协调生产效率与供给韧性同小农生计保护之间的关系，而对于人口众多、耕地有限的经济体而言，这种协调在很大程度上取决于如何理解与组织家庭农场的经营规模。学术界长期以来在这一问题上存在理论分歧，表现为静态效率标准与动态均衡视角之间的对立，且尚未建立起一个将经济逻辑、社会情境与时间维度相结合的综合解释框架。本文借鉴新制度经济学、经济社会学、家庭生命周期理论与代际传承理论，通过理论推演、制度情境分析以及来自政策文件、官方统计与文献的二手证据，构建了中国家庭农场适度规模经营的三重约束动态均衡框架；其目的在于解释而非估算，因为在异质的区域禀赋、作物体系、服务条件与家庭结构之间，并不存在一个统一的最优规模。该框架认为，适度规模并非由外部设定的固定数值，而是经营规模的一个动态均衡区间：经济效率约束设定其下限，社会嵌入性约束设定其上限，而代际可持续性约束则作为独立的时间条件发挥作用，并随着家庭生命周期与继承安排的变化调节该区间的位置与宽度。由此观之，实践中可观察到的要素市场、组织协调与时间维度失灵，表现为三种结构性张力，它们共同压缩了可行区间，并制约了家庭农场对可持续食物系统目标的贡献。本文的贡献在于将社会嵌入性与代际可持续性纳入适度规模分析，超越单一效率解释，并为土地细碎化、以家庭为中心生产的转型经济体提供家庭农场规模演变的综合解释框架。该框架直接适用于家庭农场及其他以家庭为中心的经营活动；其三重约束在分析上具有一般性，而它们的相对约束强度、区间的位置以","Frontiers in Sustainable Food Systems","2026-10-05T00:00:00Z",{"impact":45,"substance":180,"depth":17,"authority":19,"freshness":13,"relevant":21,"comment":181},20,"理论性论文，提出三重约束动态均衡框架，对家庭农场适度规模经营有解释力，但偏学术、政策落地性有限。",[183],{"name":177,"url":174},[28,185,186,187,188],"可持续食物系统","土地制度","适度规模经营","代际传承",{"code":32,"slug":33,"name":34,"path":35,"parent_code":36},[],{"status":39,"locked":14,"version":40,"method":41,"evidence":192},{"candidates":193,"agricultural_evidence":46},[194,200],{"code":32,"score":195,"supported":46,"title":196,"abstract":197,"tags":199},7,[],[28,198],"smallholder",[28],{"code":201,"score":21,"supported":14,"title":202,"abstract":203,"tags":204},"E2",[],[],[185],[206,207],"家庭农场 适度规模经营","中国 家庭农场 可持续食物系统","家庭农场适度规模经营-4203","10.3389\u002Ffsufs.2026.1937247",{"doi":209,"openalex_id":211,"authors":212,"venue":177,"cited_by_count":162,"oa_url":174,"card":231,"direction":167,"ingested_from":236},"W7219629671",[213,216,218,220,222,225,227,229],{"name":214,"orcid":215},"Ning Ding","https:\u002F\u002Forcid.org\u002F0000-0001-5618-6359",{"name":217,"orcid":8},"Jingjing Wang",{"name":219,"orcid":8},"Yong Xia",{"name":221,"orcid":8},"Fuhong Wang",{"name":223,"orcid":224},"Guirong Wang","https:\u002F\u002Forcid.org\u002F0009-0000-3917-003X",{"name":226,"orcid":8},"Yi Lyu",{"name":228,"orcid":8},"Ziyang Wang",{"name":230,"orcid":8},"Yijuan Yang",{"tldr":232,"method":233,"finding":234,"direction":167,"opportunity":235},"构建三重约束动态均衡框架，解释中国家庭农场适度规模经营逻辑与优化路径。","新制度经济学、经济社会学、家庭生命周期与代际传递理论，结合政策与统计数据。","适度规模是动态均衡区间：经济效率定下限，社会嵌入定上限，代际可持续为时间条件。","可实证测度三重约束的区间边界，并探究数字技术如何缓解要素市场与组织协调失灵。","openalex","2026-10-05T23:30:07.088111Z",{"id":239,"title":240,"url":241,"summary":242,"summary_zh":243,"content":8,"source_name":244,"source_url":241,"published_at":245,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":246,"score_detail":247,"sources":251,"tags":253,"primary_topic":256,"secondary_topics":257,"classification":258,"search_phrases":274,"slug":277,"view_count":20,"doi":278,"paper":279,"created_at":293},4175,"Integrating Agricultural Technology Adoption and Financial Inclusion as a Strategy to Improve Micro-Scale Farm Productivity in Rural Areas of South Sumatra","https:\u002F\u002Fdoi.org\u002F10.38124\u002Fijisrt\u002F26sep241","Micro-scale farming faces various constraints in improving productivity, particularly in relation to farmers' ability to adopt technology and access financing that meets their business needs. Agricultural technology can improve the efficiency of input use, access to information, farm management, and decision-making. However, technology adoption among smallholder farmers is still influenced by digital literacy, infrastructure, economic conditions, and institutional factors. On the other hand, access to credit can improve farm productivity and technical efficiency by enabling farmers to obtain production inputs and make productive investments. This study aims to: (1) analyze the effect of agricultural technology adoption on micro-scale farm productivity; and (2) analyze the effect of financial inclusion access on micro-scale farm productivity. The study employs a quantitative explanatory approach using multiple linear regression analysis. A total of 300 farm observations are used as simulated data to demonstrate the proposed analytical framework; therefore, the numerical results do not represent findings from an actual field survey. The independent variables consist of an agricultural technology adoption index and a financial inclusion access index, while farm productivity serves as the dependent variable. Farmers' age, education level, and land area are included as control variables. The results indicate that agricultural technology adoption and financial inclusion access have positive and statistically significant effects on farm productivity. The model explains a substantial proportion of the variation in productivity and provides an initial basis for further empirical investigation into the role of technology and financing in micro-scale farming. These findings are illustrative in nature and should be validated using primary data collected from farmers.","微观农业在提高生产力方面面临各种制约，尤其是农民采用技术以及获取满足其经营需求的融资能力方面的制约。农业技术可以提高投入品使用效率、信息获取、农场管理和决策效率。然而，小农户的技术采用仍受到数字素养、基础设施、经济条件和制度因素的影响。另一方面，获得信贷可以通过使农民能够获取生产投入并进行生产性投资来提高农场生产力和技术效率。本研究旨在：(1) 分析农业技术采用对微观农场生产力的影响；(2) 分析普惠金融获取对微观农场生产力的影响。本研究采用定量解释性方法，运用多元线性回归分析。共使用300个农场观测值作为模拟数据来展示所提出的分析框架；因此，数值结果不代表实际实地调查的发现。自变量包括农业技术采用指数和普惠金融获取指数，农场生产力为因变量。农民年龄、教育水平和土地面积作为控制变量纳入分析。结果表明，农业技术采用和普惠金融获取对农场生产力具有正向且统计显著的影响。该模型解释了生产力变异的相当大比例，为进一步实证研究技术和融资在微观农业中的作用提供了初步基础。这些发现具有示例性质，应使用从农民处收集的一手数据加以验证。","International Journal of Innovative Science and Research Technology (IJISRT)","2026-10-03T00:00:00Z",41,{"impact":248,"substance":13,"depth":248,"authority":75,"freshness":249,"relevant":21,"comment":250},8,9,"主题相关但数据为模拟生成、期刊权威性一般，仅具方法参考价值，不建议进入每日精选。",[252],{"name":244,"url":241},[26,134,254,255],"普惠金融","农业技术采纳",{"code":32,"slug":33,"name":34,"path":35,"parent_code":36},[],{"status":39,"locked":14,"version":40,"method":41,"evidence":259},{"candidates":260,"agricultural_evidence":46},[261,265,270],{"code":32,"score":195,"supported":46,"title":262,"abstract":263,"tags":264},[],[134,198],[134],{"code":266,"score":21,"supported":14,"title":267,"abstract":268,"tags":269},"G1",[],[],[255],{"code":58,"score":21,"supported":14,"title":271,"abstract":272,"tags":273},[],[],[26],[275,276],"南苏门答腊 小农户 生产力","农业技术采纳 普惠金融","南苏门答腊小农户生产力-4175","10.38124\u002Fijisrt\u002F26sep241",{"doi":278,"openalex_id":280,"authors":281,"venue":244,"cited_by_count":162,"oa_url":241,"card":288,"direction":167,"ingested_from":236},"W7218524136",[282,285],{"name":283,"orcid":284},"Lisa Hermawati","https:\u002F\u002Forcid.org\u002F0009-0001-5824-7052",{"name":286,"orcid":287},"Ema Pusvita","https:\u002F\u002Forcid.org\u002F0009-0002-2813-5567",{"tldr":289,"method":290,"finding":291,"direction":167,"opportunity":292},"用模拟数据回归分析农业技术采纳与金融普惠对微规模农场生产力的影响。","多元线性回归，300条模拟数据，构建技术采纳与金融普惠指数。","技术采纳和金融普惠均显著正向提升微规模农场生产力。","需用真实农户调查数据验证，并探究数字素养与信贷可得性的交互机制。","2026-10-04T23:30:30.503599Z",{"id":295,"title":296,"url":297,"summary":298,"summary_zh":299,"content":8,"source_name":300,"source_url":297,"published_at":301,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":302,"score_detail":303,"sources":305,"tags":307,"primary_topic":311,"secondary_topics":317,"classification":319,"search_phrases":352,"slug":355,"view_count":356,"doi":357,"paper":358,"created_at":383},3469,"ARTIFICIAL INTELLIGENCE FOR AGRICULTURE: A SYSTEMATIC REVIEW OF FARMERS' PERCEPTIONS, ACCEPTANCE, ADOPTION AND BARRIERS","https:\u002F\u002Fdoi.org\u002F10.64013\u002Fbbasrjlifess.v2026i1.70","Artificial intelligence (AI) is rapidly reshaping agriculture, enabling the application of data for efficient decision-making, precision farming, crop monitoring, pest management, disease detection, smart irrigation, yield prediction, and various aspects of farm automation. Yet, to successfully gain a foothold in farms, factors like farmers' perceptions, their acceptance, desire, and readiness to adopt, as well as the capability to surmount socioeconomic, technological, and institutional challenges, must also make a difference. This article systematically collates the available information on farmers' perspectives on, acceptance of, readiness to adopt, and the obstacles related to AI in the agricultural context. The PRISMA 2020 guideline has been followed to select studies that are related, evaluated for inclusion, and finally, per the criteria, combined into a systematic synthesis. The review mainly discusses the aspects that influence the use of AI, like perceived usefulness, ease of use, trust, digital literacy, affordability, farm size, socioeconomic characteristics, availability of digital infrastructure, and access to agricultural technical advisory services. Main challenges identified involve the high cost of implementing AI, poor connectivity, weak rural infrastructure, low levels of technological knowledge, unavailability of support services, concerns about data privacy, distrust of algorithmic bias, language barriers, and inequalities impacting smallholder farmers. Besides barriers, the review indicates the potential of leveraging AI through extension services, agricultural mobile apps, precision farming, climate-smart agriculture, early-warning systems, and tailored farm advisories. By drawing out technical, behavioral, socioeconomic, and institutional perspectives, the review pinpoints important research questions and presents a farmholder-oriented setup to explain the process of taking up AI in farming. The outcomes can be used by scientific experts, policymakers, extension personnel, and software developers to create low-cost, reliable, and accessible AI systems aimed at promoting sustainable agricultural development.","人工智能（AI）正迅速重塑农业，使数据得以应用于高效决策、精准农业、作物监测、病虫害管理、病害检测、智能灌溉、产量预测以及农场自动化的各个方面。然而，要在农场中成功立足，农民的认知、接受度、采用意愿和准备程度，以及克服社会经济、技术和制度挑战的能力，同样至关重要。本文系统梳理了现有关于农民对农业领域人工智能的看法、接受度、采用准备程度及相关障碍的信息。研究遵循PRISMA 2020指南，筛选相关研究，评估其纳入资格，并最终依据标准进行系统性综合。综述主要探讨了影响人工智能使用的因素，包括感知有用性、易用性、信任、数字素养、可负担性、农场规模、社会经济特征、数字基础设施的可用性以及农业技术咨询服务的获取。识别出的主要挑战包括人工智能实施成本高昂、网络连接不佳、农村基础设施薄弱、技术水平低下、支持服务缺乏、数据隐私担忧、对算法偏见的疑虑、语言障碍以及影响小农户的不平等问题。除障碍外，综述还指出了通过推广服务、农业移动应用、精准农业、气候智慧型农业、预警系统和定制化农场咨询来利用人工智能的潜力。通过梳理技术、行为、社会经济和制度层面的视角，本综述指出了重要的研究问题，并提出了一个以农场主为导向的框架，以解释在农业中采用人工智能的过程。研究结果可供科学专家、政策制定者、推广人员和软件开发者用于创建低成本、可靠且可及的人工智能系统，以促进可持续农业发展。","Journal of Life and Social Sciences","2026-09-24T00:00:00Z",80,{"impact":17,"substance":18,"depth":17,"authority":19,"freshness":249,"relevant":21,"comment":304},"基于PRISMA的系统综述，系统梳理农户对AI的认知、接受度与采纳障碍，对智慧农业推广与政策设计有实质参考价值。",[306],{"name":300,"url":297},[308,309,27,310,134],"智慧农业","农业人工智能","农户采纳",{"code":312,"slug":313,"name":314,"path":315,"parent_code":316},"I2","agricultural-ai","农业AI与大模型","\u002Ftopic\u002Fdigital-agriculture\u002Fagricultural-ai","I",[318],{"code":32,"slug":33,"name":34,"path":35,"parent_code":36},{"status":39,"locked":14,"version":40,"method":41,"evidence":320},{"candidates":321,"agricultural_evidence":46},[322,327,331,337,344,348],{"code":312,"score":45,"supported":46,"title":323,"abstract":325,"tags":326},[324],"artificial intelligence",[324],[309],{"code":32,"score":248,"supported":46,"title":328,"abstract":329,"tags":330},[],[134,198],[310,134],{"code":58,"score":195,"supported":46,"title":332,"abstract":333,"tags":336},[],[334,335],"精准农业","smart agriculture",[308],{"code":338,"score":75,"supported":46,"title":339,"abstract":340,"tags":343},"H3",[],[341,342],"灌溉","irrigation",[],{"code":51,"score":52,"supported":46,"title":345,"abstract":346,"tags":347},[],[55],[],{"code":63,"score":21,"supported":14,"title":349,"abstract":350,"tags":351},[],[],[27],[353,354],"农民 AI 采纳 障碍","农业人工智能 系统综述","农民AI采纳障碍-3469",5,"10.64013\u002Fbbasrjlifess.v2026i1.70",{"doi":357,"openalex_id":359,"authors":360,"venue":300,"cited_by_count":162,"oa_url":297,"card":377,"direction":382,"ingested_from":236},"W7214189410",[361,363,365,367,369,371,373,375],{"name":362,"orcid":8},"MM JAMEEL",{"name":364,"orcid":8},"M SAEED",{"name":366,"orcid":8},"SA SHER",{"name":368,"orcid":8},"Z ALI",{"name":370,"orcid":8},"Q HAYYAT",{"name":372,"orcid":8},"S KIRBAG",{"name":374,"orcid":8},"S KHAN",{"name":376,"orcid":8},"HN AHMAD",{"tldr":378,"method":379,"finding":380,"direction":167,"opportunity":381},"系统综述农民对农业AI的感知、接受度、采纳意愿及障碍。","遵循PRISMA 2020指南，系统筛选并综合相关文献。","成本、基础设施、数字素养与信任是主要障碍，小农户受影响最大。","可研究低成本、本地化AI采纳模型及小农户数字包容机制。","智慧农业 \u002F 农业物联网","2026-09-25T23:30:09.670568Z",{"id":385,"title":386,"url":387,"summary":388,"summary_zh":8,"content":8,"source_name":389,"source_url":8,"published_at":390,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":391,"score_detail":392,"sources":394,"tags":396,"primary_topic":401,"secondary_topics":402,"classification":403,"search_phrases":419,"slug":422,"view_count":21,"doi":8,"paper":423,"created_at":430},3433,"《数字农业发展的信贷融资效应——来自江苏省家庭农场的证据》","http:\u002F\u002Fwww.qikanzj.com\u002Fhek\u002Fzgncgc\u002Fmulu\u002F647040.html","周月书、葛云杰使用江苏省家庭农场实地问卷调查数据考察数字农业发展的信贷融资效应及其作用机制。研究发现：数字农业发展显著提升了家庭农场的信贷可得性与信贷融资规模；机制上通过缓解信息不对称程度、降低信贷交易成本和提升风险抵御能力促进家庭农场融资；异质性分析发现数字农业发展对于所在地农业技术发展环境较好、农技人员服务水平较高的家庭农场，以及家庭农场主资本禀赋较低、金融认知能力较低以及种植粮食作物的家庭农场具有更显著的融资增进作用。","《中国农村观察》\u002F南京农业大学","2026-09-20T00:00:00Z",78,{"impact":17,"substance":18,"depth":17,"authority":84,"freshness":75,"relevant":21,"comment":393},"基于江苏家庭农场实地调研的实证研究，机制与异质性分析扎实，对数字普惠金融与新型经营主体融资有参考价值。",[395],{"name":389,"url":387},[397,28,398,399,400],"数字农业","江苏","农村金融","信贷融资",{"code":32,"slug":33,"name":34,"path":35,"parent_code":36},[],{"status":39,"locked":14,"version":40,"method":41,"evidence":404},{"candidates":405,"agricultural_evidence":46},[406,410,414],{"code":32,"score":45,"supported":46,"title":407,"abstract":408,"tags":409},[28],[28],[28],{"code":58,"score":45,"supported":46,"title":411,"abstract":412,"tags":413},[397],[397],[397],{"code":415,"score":21,"supported":14,"title":416,"abstract":417,"tags":418},"G3",[],[],[399],[420,421],"江苏 家庭农场 数字农业 信贷","周月书 数字农业 融资","江苏家庭农场数字农业信贷-3433",{"doi":8,"openalex_id":8,"authors":424,"venue":8,"cited_by_count":162,"oa_url":8,"card":425,"direction":167,"ingested_from":169},[],{"tldr":426,"method":427,"finding":428,"direction":167,"opportunity":429},"基于江苏家庭农场调查，研究数字农业发展对信贷融资的影响及机制。","江苏省家庭农场实地问卷调查数据，实证分析信贷效应与机制。","数字农业显著提升信贷可得性与规模，通过缓解信息不对称、降成本、提风险抵御力实现。","可探究数字农业融资效应在不同区域和作物类型间的差异，及金融科技的中介作用。","2026-09-25T00:09:33.572434Z"]