[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-555":3,"related-555":77},{"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":30,"secondary_topics":36,"classification":37,"search_phrases":72,"slug":75,"view_count":56,"doi":8,"paper":8,"created_at":76},555,"屯溪区数字乡村:5G 茶园、智慧大棚、乡村直播间'三位一体'赋能乡村振兴","https:\u002F\u002Fwww.hkcd.com.hk\u002Fhkcdweb\u002Fcontent\u002F2026\u002F08\u002F13\u002Fcontent_8769470.html","安徽屯溪区紧扣'数字乡村'建设,将物联网、大数据、AI 技术根系深扎乡土。奕棋镇数字化大棚实现全自动播种+智能催芽,瑶干村植保无人机单日作业 500-600 亩,黎阳镇'微行知'农耕研学基地依托黄山学院食药用菌团队羊肚菌亩产达 876 公斤。江村直播间累计开播 200 余场,带动农产品销售额突破 150 万元。",null,"數字的春風，不僅吹富了口袋，更吸引着遠方的「數字候鳥」棲居徽州鄉野。\n\n走進屯光鎮篁墩村，一座以「星際移民」為理念的數字遊民公社隱於白牆黛瓦之間。DN黃山數字遊民公社建築面積達5251平方米，配套了涵蓋辦公、生活、社交等20餘類共享空間。自2025年3月正式開放以來，公社持續處於滿員狀態，吸引了大量文創、互聯網IP、設計等領域的高學歷從業者，平均停留時長達58天，成為數字青年棲居鄉野的理想之地。\n\n目光轉向奕棋鎮下林塘，「回來計劃」農文旅項目創新打造田園科創與數字遊民空間，已吸引30餘名數字遊民入駐，為鄉村發展注入新鮮活力。今年「五一」試營業以來，該項目累計接待市民遊客超9000人次，營業額達13.2萬元。\n\n數字遊民走進了鄉村，鄉土的好物也走了出去。教育繳費、醫療健康、養老服務等10餘種民生場景藉由「慧黃山」平台植入鄉村。數據多跑路，群眾少跑腿，「留下來」變得從容，「走出去」不再艱難。\n\n讓算法聽懂農時，讓數據認得來路，讓遠方的人願意留下，讓留下的人望得見遠方。在屯溪，數字與鄉土，本就可同一種顏色。(記者 吳敏 通訊員 程夢君)","香港商报网 2026-08-13","2026-08-13T04:00:18Z","报道",10,false,43,{"impact":17,"substance":18,"depth":13,"authority":19,"freshness":20,"relevant":21,"comment":22},8,12,6,7,1,"地方数字乡村案例报道，有具体数据但深度一般，信源为地方媒体。",[24],{"name":10,"url":6},[26,27,28,29],"数字乡村","安徽","5G茶园","农产品电商",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},"I6","digital-village","数字乡村与数据要素","\u002Ftopic\u002Fdigital-agriculture\u002Fdigital-village","I",[],{"status":38,"locked":14,"version":39,"method":40,"evidence":41},"classified","2026-10-22.2","rules",{"candidates":42,"agricultural_evidence":44},[43,48,54,61,67],{"code":31,"score":18,"supported":44,"title":45,"abstract":46,"tags":47},true,[26],[26],[26],{"code":49,"score":17,"supported":44,"title":50,"abstract":52,"tags":53},"G",[51],"乡村振兴",[],[],{"code":55,"score":56,"supported":44,"title":57,"abstract":58,"tags":60},"F4",3,[],[59],"植保",[],{"code":62,"score":56,"supported":44,"title":63,"abstract":64,"tags":66},"I5",[],[65],"物联网",[],{"code":68,"score":21,"supported":14,"title":69,"abstract":70,"tags":71},"E5",[],[],[29],[73,74],"农产品电商 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数字乡村","农产品电商数字乡村5G茶园安徽-555","2026-08-15T23:54:30.763197Z",{"total":19,"page":21,"page_size":19,"items":78},[79,130,204,246,304,369],{"id":80,"title":81,"url":82,"summary":83,"summary_zh":8,"content":84,"source_name":85,"source_url":8,"published_at":86,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":87,"score_detail":88,"sources":95,"tags":97,"primary_topic":101,"secondary_topics":102,"classification":103,"search_phrases":125,"slug":128,"view_count":21,"doi":8,"paper":8,"created_at":129},4707,"光明日报:绘就数字乡村新图景","https:\u002F\u002Fepaper.gmw.cn\u002Fgmrb\u002Fhtml\u002Fcontent\u002F202610\u002F06\u002Fcontent_26695.html","评论指出,我国数字乡村建设正从技术示范走向产业常态,农业生产信息化率持续提升,农用无人机年作业面积突破4亿亩,农村网络零售额首次突破3万亿元,农产品网络零售额近8000亿元,无人机飞手、溯源运维员、农机维保师等新岗位蓬勃兴起","数字乡村建设是乡村振兴战略的重要发展方向。它以物联网、大数据、人工智能、5G等现代信息技术为支撑，深刻影响着农业生产、流通与服务方式，为广大农业从业人员提供新的发展机遇。\n\n当前，我国数字乡村建设正在从“技术示范”走向“产业常态”。2026年9月，中央网信办、农业农村部、工业和信息化部联合印发的《数字乡村高质量发展行动计划（2026—2030年）》明确提出：优化数字乡村发展相关学科专业布局，推动学科交叉融合和创新发展。强化政策支持，培育乡村数字人才，吸引数字游民等新群体投身乡村创业就业。乡村已经成为立业逐梦的赛场，数字乡村的产业形态与发展格局，正在为青年群体解锁多样、宽阔的成长赛道。\n\n数字改变农业，产业升级催生新兴岗位。当前，我国农业生产信息化率持续提升，智能农机装备加快普及，农用无人机年作业面积已突破4亿亩，农村网络零售额首次突破3万亿元，农产品网络零售额近8000亿元。数字赋能让农业生产从“经验决策”走向“数据驱动”，让农产品销售从“层层批发”走向“产地直发”。伴随着数字技术重塑农业生产全链条，田间地头的岗位形态也在持续迭代更新。田间无人机飞手、农业大数据分析师、农产品溯源运维员、智慧农机维保师、乡村新媒体运营师、农村电商孵化师等新兴岗位蓬勃兴起，为致力于农业生产的从业人员铺开了全新的职业赛道与成长沃土。对广大青年来说，一个“把数字能力变成产业能力”的新空间正在打开。\n\n面对这样的历史机遇，该如何作为？这既需要青年群体主动转换角色、练好内功，也需要各方协同搭台、优化生态。具体而言，可以从以下几个方面发力：","光明日报 2026-10-06","2026-10-06T00:00:00Z",84,{"impact":89,"substance":90,"depth":91,"authority":92,"freshness":93,"relevant":21,"comment":94},26,22,17,14,5,"央媒对数字乡村新政与产业数据的系统梳理，政策条款与岗位新形态信息增量足，值得精选。",[96],{"name":85,"url":82},[26,98,29,99,100],"农业人工智能","农用无人机","乡村数字人才",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},[],{"status":38,"locked":14,"version":39,"method":40,"evidence":104},{"candidates":105,"agricultural_evidence":44},[106,110,116,120],{"code":31,"score":18,"supported":44,"title":107,"abstract":108,"tags":109},[26],[26],[26],{"code":111,"score":56,"supported":44,"title":112,"abstract":113,"tags":115},"F5",[],[114],"农机",[],{"code":68,"score":21,"supported":14,"title":117,"abstract":118,"tags":119},[],[],[29],{"code":121,"score":21,"supported":14,"title":122,"abstract":123,"tags":124},"I2",[],[],[98],[126,127],"农用无人机 作业面积 4亿亩","乡村数字人才 农业人工智能 农产品电商 农用无人机","农用无人机作业面积4亿亩-4707","2026-10-12T00:10:55.212922Z",{"id":131,"title":132,"url":133,"summary":134,"summary_zh":135,"content":8,"source_name":136,"source_url":133,"published_at":137,"category":138,"cover_url":8,"hotness":13,"is_selected":14,"score":139,"score_detail":140,"sources":145,"tags":147,"primary_topic":152,"secondary_topics":153,"classification":154,"search_phrases":179,"slug":182,"view_count":183,"doi":184,"paper":185,"created_at":203},5581,"How Does Digital Literacy Promote Inclusive Rural Growth? Micro-Level Evidence from Income Inequality Among Farm Households","https:\u002F\u002Fdoi.org\u002F10.3390\u002Fsu182010689","Against the backdrop of the coordinated advancement of digital village construction and the common prosperity strategy, the widespread improvement in rural households’ digital literacy is emerging as a key force in reshaping rural income distribution and enabling sustainable rural development. Whether digital dividends can equitably benefit farm households with heterogeneous endowments has a direct bearing on the inclusive growth outcomes of digital village construction and the sustainable advancement of the common prosperity goal. Using three waves of panel data from the China Family Panel Studies (CFPS) covering 2018 to 2022, this paper empirically examines the impact of digital literacy on income inequality among rural households. The findings indicate that improvements in digital literacy significantly reduce rural household income inequality, and this conclusion remains robust across a series of robustness checks. Mechanism analysis reveals that digital literacy mainly curbs the widening of rural household income gaps through two core channels: expanding social capital and alleviating credit constraints. Heterogeneity analysis shows that the inequality-reducing effect of digital literacy is more pronounced among households that depend on non-agricultural income, have lower levels of human capital, or fall into relatively lower income brackets. Further analysis demonstrates that digital literacy significantly reduces inequalities in wage income, business income, and property income across rural households, whereas its mitigating effect on transfer income inequality is not statistically significant. Meanwhile, digital literacy significantly raises the probability of upward income mobility among rural households, thereby alleviating income inequality from a dynamic perspective. On the basis of these findings, this paper proposes policy implications in several areas: building a hierarchical and categorized rural digital literacy cultivation system, fostering a virtuous cycle of digital empowerment, equal opportunity, and income convergence, and optimizing income distribution structures and dynamic mobility mechanisms, with the aim of accelerating progress toward common prosperity.","在数字乡村建设与共同富裕战略协同推进的背景下，农户数字素养的普遍提升正成为重塑乡村收入分配格局、实现乡村可持续发展的重要力量。数字红利能否公平惠及禀赋异质性农户，直接关系到数字乡村建设的包容性增长成效与共同富裕目标的可持续推进。本文利用中国家庭追踪调查（CFPS）2018—2022年三期面板数据，实证检验数字素养对农户收入不平等的影响。研究发现，数字素养的提升显著降低了农户收入不平等，这一结论在一系列稳健性检验后依然成立。机制分析表明，数字素养主要通过拓展社会资本与缓解信贷约束两条核心渠道抑制农户收入差距的扩大。异质性分析显示，数字素养的减不平等效应在依赖非农收入、人力资本水平较低或处于相对较低收入区间的农户中更为明显。进一步分析发现，数字素养显著缩小了农户工资性收入、经营性收入和财产性收入的不平等，而对转移性收入不平等的缓解作用在统计上不显著。同时，数字素养显著提高了农户收入向上流动的概率，从而从动态视角缓解了收入不平等。基于上述发现，本文从构建分层分类的农户数字素养培育体系、形成数字赋能—机会均等—收入收敛的良性循环、优化收入分配结构与动态流动机制等方面提出政策启示，以期为加快共同富裕进程提供参考。","Sustainability","2026-10-21T00:00:00Z","论文",80,{"impact":141,"substance":90,"depth":141,"authority":142,"freshness":143,"relevant":21,"comment":144},18,13,9,"基于CFPS三期面板数据的微观实证，方法规范、结论有新意，对数字乡村与共同富裕政策有参考价值，值得进入每日精选。",[146],{"name":136,"url":133},[26,148,149,150,151],"数字素养","共同富裕","农民收入","收入不平等",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},[],{"status":38,"locked":14,"version":39,"method":40,"evidence":155},{"candidates":156,"agricultural_evidence":44},[157,162,169,174],{"code":31,"score":17,"supported":44,"title":158,"abstract":159,"tags":161},[],[26,160],"digital village",[26,148],{"code":163,"score":19,"supported":44,"title":164,"abstract":165,"tags":168},"G6",[],[166,167],"农户收入","rural income",[],{"code":49,"score":56,"supported":44,"title":170,"abstract":171,"tags":173},[],[172],"rural development",[],{"code":175,"score":21,"supported":14,"title":176,"abstract":177,"tags":178},"G4",[],[],[149],[180,181],"CFPS 数字素养 农户收入","数字素养 农村收入差距","CFPS数字素养农户收入-5581",0,"10.3390\u002Fsu182010689",{"doi":184,"openalex_id":186,"authors":187,"venue":136,"cited_by_count":183,"oa_url":133,"card":196,"direction":200,"ingested_from":202},"W7223105459",[188,191,194],{"name":189,"orcid":190},"Yong Feng","https:\u002F\u002Forcid.org\u002F0000-0002-8151-8594",{"name":192,"orcid":193},"Shuokai  kai Wang","https:\u002F\u002Forcid.org\u002F0009-0002-7439-1764",{"name":195,"orcid":8},"Fangping Cao",{"tldr":197,"method":198,"finding":199,"direction":200,"opportunity":201},"基于CFPS三期面板数据，实证检验数字素养对农户收入不平等的影响。","使用CFPS 2018-2022三期面板数据，进行机制与异质性分析。","数字素养通过扩展社会资本和缓解信贷约束显著缩小农户收入差距。","数字乡村与农业信息化","可延伸研究数字素养对不同收入来源不平等的差异化机制及动态收入流动路径。","openalex","2026-10-22T11:20:47.675827Z",{"id":205,"title":206,"url":207,"summary":208,"summary_zh":8,"content":209,"source_name":210,"source_url":8,"published_at":211,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":212,"score_detail":213,"sources":216,"tags":218,"primary_topic":222,"secondary_topics":223,"classification":224,"search_phrases":241,"slug":244,"view_count":183,"doi":8,"paper":8,"created_at":245},5505,"广西以赛聚智赋能「AI+农业」 桂字号品牌与东盟水果IP赛道决出","https:\u002F\u002Fwww.agri.cn\u002Fzt\u002Fzhzz\u002Ftp\u002F202610\u002Ft20261019_8877223.htm","10月16日2026年广西智慧农业（数字乡村）创新大赛「桂字号」农业品牌推广赛道、中国（广西）—东盟水果贸易第一IP打造赛道决赛举行，55个项目同台竞技。自治区农业农村厅提出广西正按「北上广研发+广西集成+东盟应用」路径打造中国（广西）—东盟智慧农业先行区，去年一批项目已入选广西人工智能赋能千行百业拟补贴名单。","自治区农业农村厅党组成员、副厅长欧毅霞表示，本次大赛是落实中央一号文件关于因地制宜发展农业新质生产力、大力发展智慧农业部署的具体行动，也是推动人工智能与农业深度融合的重要举措。今年大赛聚焦“桂字号”农业品牌推广和中国（广西）—东盟水果贸易第一IP打造这两个赛道，主要基于三点考虑：一是广西农业资源丰富，“桂字号”品牌基础扎实，但数字化运营和品牌传播仍是短板，需要以赛聚智、以赛促创，借助数字化手段让好产品卖出好价钱；二是广西面向东盟的区位优势得天独厚，水果贸易体量大、潜力足，亟需打造具有国际影响力的第一IP，以数字技术赋能贸易全链条，提升通关、溯源、营销等环节效率；三是这两个赛道切口小、场景实、应用性强，能够有效打通“技术—产业—市场”闭环，推动创新链与产业链精准对接，让更多“金种子”项目在八桂大地上落地生根、开花结果。\n\n欧毅霞提出三点希望：专业组勇当产业升级“领跑者”，形成可复制、可推广的解决方案；学生组争做乡村振兴“生力军”，把创新火花带回课堂、实验室和田间地头；各方共筑智慧农业“生态圈”，推动技术、资本、人才、政策等要素集聚。\n\n广西农业职业技术大学党委书记韦波在致辞中表示，作为承办方，学校将联合广西数字乡村研究院，在赛道组委会统一领导下做好组织、服务与保障，推动赛事成果与教育教学、产业需求有效对接，发挥面向东盟农业职业教育合作优势，为“桂字号”出海、中国—东盟水果贸易双向流通搭建桥梁。\n\n据介绍，广西正按照“北上广研发+广西集成+东盟应用”路径，打造中国（广西）—东盟智慧农业先行区。智慧农业创新大赛不仅是竞技舞台，更是创新成果转化、产业赋能的重要平台。去年，广西首次举办智慧农业创新大赛并取得丰硕成果，一批新技术、新理念、新模式脱颖而出，逐步被大家看见、被市场认可；如捷佳润科技跨境农业智能决策系统、北部湾产权交易所集团AI赋能广西桑蚕茧丝绸全产业链项目入选广西人工智能赋能千行百业拟补贴项目名单；荣获“最佳潜力奖”的“桂鸟先飞—滴滴打药平台”获得地方政府投资扩容实现了升级蝶变。\n\n以赛为媒，向新而行。随着多个项目在决赛中展开比拼，一批聚焦品牌数字化运营、跨境贸易、品控溯源和IP打造的创新项目将在八桂大地加速落地。未来，广西将持续以大赛为纽带，推动技术、资本、人才、政策等要素向智慧农业集聚，促进创新链、产业链、资金链、人才链深度融合，让更多“金种子”项目生根发芽、茁壮成长，为“桂字号”香飘东盟、中国—东盟水果贸易双向流通注入新动能，助力中国（广西）—东盟智慧农业先行区建设迈上新台阶。","中国农业农村信息网 2026-10-19","2026-10-19T00:00:00Z",66,{"impact":141,"substance":214,"depth":92,"authority":18,"freshness":19,"relevant":21,"comment":215},16,"省级智慧农业赛事报道，聚焦AI赋能品牌与东盟水果贸易，有具体路径与落地案例，但属活动通稿，时效稍滞后。",[217],{"name":210,"url":207},[26,219,98,220,221],"智慧农业","桂字号","东盟水果贸易",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},[],{"status":38,"locked":14,"version":39,"method":40,"evidence":225},{"candidates":226,"agricultural_evidence":44},[227,233,237],{"code":228,"score":229,"supported":44,"title":230,"abstract":231,"tags":232},"I1",4,[],[219],[219],{"code":31,"score":229,"supported":44,"title":234,"abstract":235,"tags":236},[],[26],[26],{"code":121,"score":21,"supported":14,"title":238,"abstract":239,"tags":240},[],[],[98],[242,243],"广西 智慧农业创新大赛","桂字号 东盟水果 IP","广西智慧农业创新大赛-5505","2026-10-22T00:06:58.572242Z",{"id":247,"title":248,"url":249,"summary":250,"summary_zh":251,"content":8,"source_name":252,"source_url":249,"published_at":253,"category":138,"cover_url":8,"hotness":13,"is_selected":14,"score":254,"score_detail":255,"sources":258,"tags":260,"primary_topic":265,"secondary_topics":266,"classification":267,"search_phrases":282,"slug":285,"view_count":183,"doi":286,"paper":287,"created_at":303},5493,"Mapping Research on the Implementation of Smart Village Policies in Indonesia: A Bibliometric Study for the Years 2017-2025","https:\u002F\u002Fdoi.org\u002F10.66254\u002Fjgssvol5issue2page333-347","This research aims to analyze the role of public sector policies in the development of Smart Villages in Indonesia, focusing on the utilization of information and communication technology (ICT) to improve the quality of life in rural communities. Although the Indonesian government has launched various programs such as the Digital Village Program and Smart City, the implementation of these policies still faces various challenges, including limited infrastructure, low digital literacy, and lack of inter-agency coordination. This research uses a bibliometric approach to map relevant research and policy trends, as well as to identify challenges and opportunities in the development of Smart Villages. The research findings indicate that despite progress, existing public sector policies have not yet been fully effective in addressing the digital divide between villages and cities. This research recommends the need for more inclusive and integrated policy improvements, as well as strengthening human resource capacities in villages to support the creation of sustainable and competitive Smart Villages.","本研究旨在分析公共部门政策在印度尼西亚智慧村（Smart Villages）发展中的作用，重点关注利用信息通信技术（ICT）提升农村社区生活质量。尽管印度尼西亚政府已推出数字村计划（Digital Village Program）和智慧城市（Smart City）等多项举措，但这些政策的实施仍面临诸多挑战，包括基础设施有限、数字素养偏低以及跨机构协调不足。本研究采用文献计量学方法，梳理相关研究与政策趋势，并识别智慧村发展中的挑战与机遇。研究结果表明，尽管取得了一定进展，现有公共部门政策在弥合城乡数字鸿沟方面尚未充分发挥效用。本研究建议有必要进行更具包容性和整合性的政策改进，同时加强农村人力资源能力建设，以支持创建可持续且具有竞争力的智慧村。","Journal of Government Science Studies\u002FJournal Of Government Science Studies","2026-10-20T00:00:00Z",71,{"impact":214,"substance":141,"depth":256,"authority":142,"freshness":143,"relevant":21,"comment":257},15,"该文献计量研究系统梳理了印尼智慧乡村政策实施进展与数字鸿沟挑战，对数字乡村国际比较有参考价值，但属区域性研究，影响层级有限。",[259],{"name":252,"url":249},[26,261,262,263,264],"印尼","数字鸿沟","文献计量","智慧乡村",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},[],{"status":38,"locked":14,"version":39,"method":40,"evidence":268},{"candidates":269,"agricultural_evidence":44},[270,276],{"code":271,"score":256,"supported":44,"title":272,"abstract":274,"tags":275},"I7",[273],"bibliometric",[263,273],[263],{"code":31,"score":277,"supported":44,"title":278,"abstract":279,"tags":281},11,[],[262,160,280],"digital divide",[26,262],[283,284],"印尼 智慧乡村","印尼 数字村 数字鸿沟","印尼智慧乡村-5493","10.66254\u002Fjgssvol5issue2page333-347",{"doi":286,"openalex_id":288,"authors":289,"venue":252,"cited_by_count":183,"oa_url":249,"card":298,"direction":200,"ingested_from":202},"W7223067869",[290,292,295],{"name":291,"orcid":8},"Syaifulrijal Mahulauw",{"name":293,"orcid":294},"Wahab Tuanaya","https:\u002F\u002Forcid.org\u002F0009-0001-9236-8149",{"name":296,"orcid":297},"Marno Wance","https:\u002F\u002Forcid.org\u002F0000-0001-6663-7598",{"tldr":299,"method":300,"finding":301,"direction":200,"opportunity":302},"用文献计量法梳理2017-2025年印尼智慧村政策实施研究，识别挑战与机会。","文献计量分析，覆盖2017-2025年相关文献与政策趋势。","政策尚未有效弥合城乡数字鸿沟，需更包容整合的政策与人力建设。","可延伸至跨国比较或政策效果量化评估，聚焦数字鸿沟与跨部门协同机制。","2026-10-21T23:30:33.962760Z",{"id":305,"title":306,"url":307,"summary":308,"summary_zh":309,"content":8,"source_name":310,"source_url":307,"published_at":253,"category":138,"cover_url":8,"hotness":13,"is_selected":14,"score":311,"score_detail":312,"sources":315,"tags":317,"primary_topic":322,"secondary_topics":323,"classification":324,"search_phrases":350,"slug":353,"view_count":183,"doi":354,"paper":355,"created_at":368},5469,"How institutional digitalization reshapes entrepreneurial activity in new agricultural business forms: quasi-natural experimental evidence from China's Digital Village Pilot Policy","https:\u002F\u002Fdoi.org\u002F10.3389\u002Ffsufs.2026.1946061","New agricultural business forms are a key driving force for developing countries to overcome the constraints of traditional agriculture and achieve sustainability in food systems. However, it remains unclear whether institutional digitalization can effectively stimulate entrepreneurial vitality in new agricultural business forms. This study develops a theoretical framework of “opportunity creation–opportunity identification–opportunity transformation” and treats China's Digital Village Pilot Policy (DVPP), implemented in 2020, as a quasi-natural experiment. Based on panel data from 1,743 counties in China from 2014 to 2023, this study employs Double Machine Learning (DML) and Spatial Durbin Difference-in-Differences (SDM-DID) models, among other methods, to systematically identify the impact, transmission mechanisms, heterogeneous effects, and spatial spillover effects of institutional digitalization on Entrepreneurial Activity in New Agricultural Business Forms (EANA). The results reveal that: (1) DVPP significantly enhances EANA, and this finding remains robust after a series of tests, including placebo tests, Propensity Score Matching–Difference-in-Differences (PSM-DID), Synthetic Control Method–Difference-in-Differences (SCM-DID), and instrumental variable (IV) estimation; (2) agricultural technological innovation, digital infrastructure development, and digital financial development serve as mediating mechanisms; (3) the policy effects are more pronounced in counties with higher levels of digital access, better-developed transportation infrastructure, and higher levels of digital financial development, exhibiting a pattern of Central > Western > Eastern regions, and are significantly stronger in areas with advantages in characteristic agricultural products; (4) DVPP generates a significant negative spatial spillover effect on EANA in neighboring counties. This study expands theoretical understanding of the relationship between institutional digitalization and entrepreneurship in new agricultural business forms and provides empirical evidence for China and other developing countries to optimize digital rural development and foster new agricultural business forms.","农业新业态是发展中国家突破传统农业约束、实现食物系统可持续发展的关键驱动力。然而，制度数字化能否有效激发农业新业态的创业活力仍不明确。本研究构建了“机会创造—机会识别—机会转化”的理论框架，并将中国2020年实施的数字乡村试点政策（Digital Village Pilot Policy，DVPP）视为准自然实验。基于中国1743个县2014—2023年的面板数据，本研究采用双重机器学习（Double Machine Learning，DML）和空间杜宾双重差分（Spatial Durbin Difference-in-Differences，SDM-DID）等模型，系统识别制度数字化对农业新业态创业活动（Entrepreneurial Activity in New Agricultural Business Forms，EANA）的影响、传导机制、异质性效应和空间溢出效应。结果表明：（1）DVPP显著提升了EANA，且该结论在经过安慰剂检验、倾向得分匹配—双重差分（PSM-DID）、合成控制法—双重差分（SCM-DID）和工具变量（IV）估计等一系列检验后依然稳健；（2）农业技术创新、数字基础设施建设和数字金融发展发挥中介机制作用；（3）政策效应在数字接入水平较高、交通基础设施较完善和数字金融发展水平较高的县更为显著，呈现出中部>西部>东部的格局，且在特色农产品优势区显著更强；（4）DVPP对邻近县的EANA产生显著的负向空间溢出效应。本研究拓展了关于制度数字化与农业新业态创业之间关系的理论认识，为中国及其他发展中国家优化数字乡村发展、培育农业新业态提供了经验证据。","Frontiers in Sustainable Food Systems",85,{"impact":90,"substance":313,"depth":141,"authority":142,"freshness":143,"relevant":21,"comment":314},23,"基于1743个县面板数据的准自然实验，方法扎实、结论有政策参考价值，值得进入每日精选。",[316],{"name":310,"url":307},[318,26,319,320,321],"数字农业","县域经济","农业政策","农村创业",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},[],{"status":38,"locked":14,"version":39,"method":40,"evidence":325},{"candidates":326,"agricultural_evidence":44},[327,331,337,341,346],{"code":31,"score":256,"supported":44,"title":328,"abstract":329,"tags":330},[160],[26,160],[26],{"code":121,"score":19,"supported":44,"title":332,"abstract":333,"tags":336},[],[334,335],"机器学习","machine learning",[],{"code":49,"score":56,"supported":44,"title":338,"abstract":339,"tags":340},[],[172],[],{"code":175,"score":342,"supported":14,"title":343,"abstract":344,"tags":345},2,[],[],[321,319],{"code":228,"score":21,"supported":14,"title":347,"abstract":348,"tags":349},[],[],[318],[351,352],"数字乡村试点 新农业业态","DVPP 农村创业","数字乡村试点新农业业态-5469","10.3389\u002Ffsufs.2026.1946061",{"doi":354,"openalex_id":356,"authors":357,"venue":310,"cited_by_count":183,"oa_url":307,"card":363,"direction":200,"ingested_from":202},"W7223041086",[358,360],{"name":359,"orcid":8},"Su Li",{"name":361,"orcid":362},"Changjun Yang","https:\u002F\u002Forcid.org\u002F0009-0000-6236-3489",{"tldr":364,"method":365,"finding":366,"direction":200,"opportunity":367},"用双重机器学习与空间DID评估数字乡村试点政策对新农业业态创业活力的影响。","基于1743县2014-2023面板数据，用DML与SDM-DID做准自然实验。","试点政策显著提升新农业业态创业，经技术创新、数字基建与数字金融中介，并对邻县有负向溢出。","可探究政策负向空间溢出的形成机制及跨县协同激励设计，避免创业资源虹吸。","2026-10-21T23:30:07.205317Z",{"id":370,"title":371,"url":372,"summary":373,"summary_zh":8,"content":8,"source_name":374,"source_url":8,"published_at":211,"category":138,"cover_url":8,"hotness":13,"is_selected":14,"score":139,"score_detail":375,"sources":377,"tags":379,"primary_topic":383,"secondary_topics":384,"classification":385,"search_phrases":404,"slug":407,"view_count":183,"doi":408,"paper":409,"created_at":417},5459,"数字乡村建设对农业能源韧性的影响研究 (Research on the Impact of Digital Village Construction on Agricultural Energy Resilience)","https:\u002F\u002Fdoi.org\u002F10.13872\u002Fj.1000-0275.2026.0997","基于2011—2024年30个省份面板数据，三维构建农业能源韧性指标，双向固定效应、中介与门槛模型检验。数字乡村显著提升农业能源韧性，农业社会化服务部分中介，呈单一门槛。粮食主产区与主销区显著。属网络首发。","农业现代化研究（网络首发）2026-10-19",{"impact":141,"substance":90,"depth":141,"authority":92,"freshness":17,"relevant":21,"comment":376},"基于30省14年面板数据的网络首发论文，方法规范、结论有新意，但属学术细分议题，公共影响有限，可作精选备选。",[378],{"name":374,"url":372},[26,380,381,382],"粮食主产区","农业社会化服务","农业能源韧性",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},[],{"status":38,"locked":14,"version":39,"method":40,"evidence":386},{"candidates":387,"agricultural_evidence":44},[388,393,399],{"code":31,"score":389,"supported":44,"title":390,"abstract":391,"tags":392},20,[26,160],[26],[26],{"code":394,"score":229,"supported":44,"title":395,"abstract":396,"tags":398},"G2",[],[397],"社会化服务",[381],{"code":400,"score":21,"supported":14,"title":401,"abstract":402,"tags":403},"A8",[],[],[380],[405,406],"数字乡村 农业能源韧性","农业社会化服务 中介效应","数字乡村农业能源韧性-5459","10.13872\u002Fj.1000-0275.2026.0997",{"doi":408,"openalex_id":8,"authors":410,"venue":8,"cited_by_count":183,"oa_url":8,"card":411,"direction":200,"ingested_from":416},[],{"tldr":412,"method":413,"finding":414,"direction":200,"opportunity":415},"基于30省面板数据，检验数字乡村建设对农业能源韧性的提升作用。","2011—2024年30省面板数据，三维构建韧性指标，双向固定效应、中介与门槛模","数字乡村显著提升农业能源韧性，农业社会化服务部分中介，存在单一门槛，主产区与主销区显著。","可延伸研究数字乡村影响农业能源韧性的区域异质机制及社会化服务之外的中介路径。","agent","2026-10-21T00:10:08.067176Z"]