[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-346":3,"related-346":90},{"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":22,"tags":24,"primary_topic":29,"secondary_topics":35,"classification":36,"search_phrases":85,"slug":88,"view_count":57,"doi":8,"paper":8,"created_at":89},346,"农业'变酷'只是第一步——青年入乡让种地成为有科技含量的赛道","https:\u002F\u002Fpaper.people.com.cn\u002Frmrb\u002Fpc\u002Fcontent\u002F202608\u002F10\u002Fcontent_30173919.html","《人民日报》现场评论指出:在极飞科技超级农场,农业无人机、土壤传感器、气象站、智能相机等物联网设备每15分钟上传一次温度、湿度、光照、肥力等数据汇入'农田大脑',新疆极飞3000亩超级棉田仅需两人管理,亩产达全国一流水平。极飞科技已培养14万名智慧农业人才,绝大多数为90后、00后。今年中央一号文件提出'发展壮大乡村人才队伍',2026年河南1万名乡村振兴村级协理员带编上岗;5月《湖州市青年入乡发展促进条例》正式施行,以法治化手段为青年入乡发展提供长期制度预期。然而农机成本偏高、乡村数字基础设施不足、新农人技术培训配套欠缺等现实问题依然存在。",null,"浙江仙居杨梅远近闻名，但昔日受困于“一日变色、二日变味、三日变质”。得益于新型冰温物理保鲜技术落地，“共富果”告别“一日鲜”，可通过海运远销欧洲、东南亚等高附加值市场。河南延津村民选种郑麦918，“每公斤能比普通小麦多卖一毛钱”。一粒种子背后，是中原农谷搭建的从实验室到田埂的完整种业创新体系。因地制宜发展农业新质生产力，让科技创新真正长在产业里、落到田野间，年轻人大有用武之地。","人民日报 2026-08-10 第05版","2026-08-10T00:00:00Z","报道",10,false,83,{"impact":17,"substance":18,"depth":19,"authority":19,"freshness":13,"relevant":20,"comment":21},25,18,15,1,"央媒报道农业新质生产力与青年入乡，涉及保鲜技术、种业创新等具体案例，影响全国，信息有实质内容，权威性高，时效性强。",[23],{"name":10,"url":6},[25,26,27,28],"数字农业","智慧农业","青年入乡","新农人",{"code":30,"slug":31,"name":32,"path":33,"parent_code":34},"G1","extension-transfer","农技推广与成果转化","\u002Ftopic\u002Frural-services\u002Fextension-transfer","G",[],{"status":37,"locked":14,"version":38,"method":39,"evidence":40},"classified","2026-10-22.2","rules",{"candidates":41,"agricultural_evidence":45},[42,49,55,62,67,73,79],{"code":43,"score":44,"supported":45,"title":46,"abstract":47,"tags":48},"I1",5,true,[],[26],[25,26],{"code":30,"score":50,"supported":45,"title":51,"abstract":52,"tags":54},4,[],[53],"技术培训",[28],{"code":56,"score":57,"supported":45,"title":58,"abstract":59,"tags":61},"F5",3,[],[60],"农机",[],{"code":34,"score":57,"supported":45,"title":63,"abstract":64,"tags":66},[],[65],"乡村振兴",[],{"code":68,"score":57,"supported":45,"title":69,"abstract":70,"tags":72},"G5",[],[71],"乡村人才",[],{"code":74,"score":57,"supported":45,"title":75,"abstract":76,"tags":78},"H2",[],[77],"土壤",[],{"code":80,"score":57,"supported":45,"title":81,"abstract":82,"tags":84},"I5",[],[83],"物联网",[],[86,87],"数字农业 智慧农业 青年入乡 新农人","数字农业 智慧农业","数字农业智慧农业青年入乡新农人-346","2026-08-10T23:54:40.926144Z",{"total":91,"page":20,"page_size":91,"items":92},6,[93,162,212,270,311,363],{"id":94,"title":95,"url":96,"summary":97,"summary_zh":98,"content":8,"source_name":99,"source_url":96,"published_at":100,"category":101,"cover_url":8,"hotness":13,"is_selected":14,"score":102,"score_detail":103,"sources":108,"tags":110,"primary_topic":115,"secondary_topics":116,"classification":123,"search_phrases":141,"slug":144,"view_count":145,"doi":146,"paper":147,"created_at":161},5078,"The Importance of Electronic Communication in the Use of Artificial Intelligence Programs and Applications in the Field of Smart Agriculture from the Point of View of Agricultural Extension Workers in Nineveh Governorate, Iraq","https:\u002F\u002Fdoi.org\u002F10.25125\u002Fijoear-oct-2026-3","The study aimed to identify the level of importance of electronic communication among agricultural extension workers in using artificial intelligence (AI) programs and applications in the field of smart agriculture. It also aimed to identify the most frequently used electronic communication means by extension workers in employing AI programs and applications and rank them according to their relative importance; measure the contribution of electronic communication to improving extension workers' efficiency in using AI programs and applications in smart agriculture; identify individual differences in the importance of electronic communication and the use of AI applications according to selected independent variables, namely gender, educational qualification, years of service, training courses, level of Internet use, and willingness to use social networking sites concerning smart-agriculture technologies; and identify the obstacles facing extension workers in using AI applications in smart agriculture. To obtain the study data, a questionnaire consisting of five parts was used. The first part concerned the respondents' personal and occupational information. The second part included a scale measuring the importance of electronic communication among extension workers in using AI programs and applications in smart agriculture. The third part measured the electronic communication means most frequently used by extension workers in employing AI programs and applications. The fourth part measured the contribution of electronic communication to improving extension workers' efficiency in using AI programs and applications in smart agriculture. The fifth part contained 15 items measuring the major obstacles facing extension workers in using AI applications in smart agriculture. After establishing the face validity of the questionnaire, reliability was assessed using Cronbach's alpha, which reached 0.95. The study population consisted of extension workers in the Nineveh Directorate of Agriculture and its 32 agricultural divisions, totaling 256 extension workers. A simple random sample of 128 extension workers, representing approximately 50% of the population, was selected. The data were coded, tabulated, and analyzed using SPSS. The results showed that the level of importance of electronic communication among extension workers in using AI programs and applications in smart agriculture was moderate and tended toward high, with a percentage of 48%. The item \"Using electronic platforms belonging to agricultural institutions to obtain information related to AI programs and applications\" ranked first, with a mean of 4.34. The contribution of electronic communication to improving extension workers' efficiency in using AI programs and applications in smart agriculture was high, with a percentage of 46%. No significant differences were found in the importance of electronic communication according to gender or training courses, whereas significant differences were reported according to educational qualification, years of occupational service, level of Internet use, and willingness to use social networking sites concerning smart-agriculture technologies. The item \"Poor compatibility of some AI applications with the nature and needs of agricultural extension work in Nineveh Governorate\" was identified as the most important obstacle. The major recommendation was for the Ministry of Agriculture to establish or develop official agricultural electronic platforms affiliated with agricultural and extension institutions and containing updated information on AI applications and their use in different agricultural fields. The main proposed future study was to investigate the obstacles to using AI applications in agricultural extension work in Nineveh Governorate from the perspective of extension workers.","本研究旨在确定农业推广人员在智慧农业领域使用人工智能（AI）程序和应用时电子沟通的重要程度，同时旨在确定推广人员在运用AI程序和应用时最常使用的电子沟通手段，并按其相对重要性进行排序；衡量电子沟通对提高推广人员在智慧农业中使用AI程序和应用效率的贡献；根据选定的自变量，即性别、学历、工龄、培训课程、互联网使用水平以及使用社交网站了解智慧农业技术的意愿，确定电子沟通重要性和AI应用使用方面的个体差异；并确定推广人员在智慧农业中使用AI应用所面临的障碍。为获取研究数据，使用了由五个部分组成的问卷。第一部分涉及受访者的个人和职业信息。第二部分包括一个测量推广人员在智慧农业中使用AI程序和应用时电子沟通重要性的量表。第三部分测量了推广人员在运用AI程序和应用时最常使用的电子沟通手段。第四部分测量了电子沟通对提高推广人员在智慧农业中使用AI程序和应用效率的贡献。第五部分包含15个题项，测量推广人员在智慧农业中使用AI应用面临的主要障碍。在确定问卷的表面效度后，使用克隆巴赫Alpha系数评估信度，达到0.95。研究总体为尼尼微农业局及其32个农业部门的推广人员，共计256名推广人员。采用简单随机抽样选取了128名推广人员，约占总体的50%。数据经编码、制表后使用SPSS进行分析。结果表明，推广人员在智慧农业中使用AI程序和应用时电子沟通的重要程度为中等且倾向于高，占比为48%。题项“使用电子","International Journal of Environmental and Agriculture Research","2026-10-15T00:00:00Z","论文",62,{"impact":104,"substance":18,"depth":19,"authority":105,"freshness":106,"relevant":20,"comment":107},8,12,9,"伊拉克尼尼微省农业推广人员使用AI与电子通信的实证问卷研究，样本128人、信度0.95，结论与障碍分析具体，但属区域性研究，公共影响有限。",[109],{"name":99,"url":96},[26,111,112,113,114],"农业人工智能","农业推广","伊拉克农业","电子通信",{"code":30,"slug":31,"name":32,"path":33,"parent_code":34},[117],{"code":118,"slug":119,"name":120,"path":121,"parent_code":122},"I2","agricultural-ai","农业AI与大模型","\u002Ftopic\u002Fdigital-agriculture\u002Fagricultural-ai","I",{"status":37,"locked":14,"version":38,"method":39,"evidence":124},{"candidates":125,"agricultural_evidence":45},[126,131,136],{"code":30,"score":19,"supported":45,"title":127,"abstract":129,"tags":130},[128],"agricultural extension",[112,128],[112],{"code":43,"score":19,"supported":45,"title":132,"abstract":134,"tags":135},[133],"smart agriculture",[26,133],[26],{"code":118,"score":105,"supported":45,"title":137,"abstract":139,"tags":140},[138],"artificial intelligence",[138],[111],[142,143],"尼尼微省 农业推广 人工智能","伊拉克 智慧农业 电子平台","尼尼微省农业推广人工智能-5078",0,"10.25125\u002Fijoear-oct-2026-3",{"doi":146,"openalex_id":148,"authors":149,"venue":99,"cited_by_count":145,"oa_url":152,"card":153,"direction":159,"ingested_from":160},"W7222298248",[150],{"name":151,"orcid":8},"Luma Monther Adress","https:\u002F\u002Fijoear.com\u002Fassets\u002Farticles_menuscripts\u002Ffile\u002FIJOEAR-OCT-2026-3.pdf",{"tldr":154,"method":155,"finding":156,"direction":157,"opportunity":158},"调查伊拉克尼尼微省农业推广人员对电子通信在智慧农业AI应用中重要性的认知及障碍。","问卷量表+SPSS分析，128名推广人员样本，Cronbach's α=0.95","电子通信重要性处于中等偏高水平（48%），并识别出使用AI应用的主要障碍。","数字乡村与农业信息化","可延伸至发展中国家推广人员AI采纳行为与电子通信渠道的实证比较研究。","智慧农业 \u002F 农业物联网","openalex","2026-10-16T23:30:08.170356Z",{"id":163,"title":164,"url":165,"summary":166,"summary_zh":8,"content":167,"source_name":168,"source_url":8,"published_at":169,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":170,"score_detail":171,"sources":175,"tags":177,"primary_topic":182,"secondary_topics":183,"classification":184,"search_phrases":207,"slug":210,"view_count":20,"doi":8,"paper":8,"created_at":211},3644,"河北省农林科学院副院长王旗一行到北京农林科学院调研座谈——深化京津冀协同发展，促进农业科技成果在河北转化","https:\u002F\u002Fwww.baafs.net.cn\u002Fkjfw\u002Ffwdt\u002F3b58daf3114344cdaa2fbb3b344ab939.htm","9月9日，河北省农林科学院党组成员、副院长王旗一行7人莅临北京农林科学院调研座谈。本次调研交流围绕院所企业管理体制机制、运营模式与内控管理经验，科技成果转化政策体系、路径模式等展开。双方就深化京津冀协同发展，促进农业科技成果在河北的转化等领域达成合作共识。王旗副院长一行在刘琳副院长的陪同下参观了我院院史馆和智慧农业展馆，前往蔬菜所调研京研益农（北京）科技种业科技有限公司生产经营状况，深入数经所调研北京智农天地网络技术有限公司平台直播。","2026年9月9日，河北省农林科学院党组成员、副院长王旗一行7人莅临我院调研座谈，刘琳副院长陪同调研座谈，院长燕继晔会前会见了王旗副院长。\n\n本次调研交流围绕院所企业管理体制机制、运营模式与内控管理经验，科技成果转化政策体系、路径模式等展开。双方分享了各自在相关领域的经验作法，成功案例。通过交流，两院就深化京津冀协同发展，促进农业科技成果在河北的转化等领域达成合作共识。\n\n王旗副院长一行在刘琳副院长的陪同下参观了我院院史馆和智慧农业展馆，前往蔬菜所调研京研益农（北京）科技种业科技有限公司生产经营状况，深入数经所调研北京智农天地网络技术有限公司平台直播。\n\n河北省农林科学院成果转化部、综合部，我院推广处、办公室、数经所，河北拾安农业科技发展有限公司，京研益农（北京）科技种业科技有限公司、北京智农天地网络技术有限公司相关负责人参加了此次活动。","北京市农林科学院 2026-09-09","2026-09-09T00:00:00Z",49,{"impact":105,"substance":172,"depth":106,"authority":172,"freshness":173,"relevant":20,"comment":174},13,2,"省级农科院间围绕院所企业运营与成果转化的交流座谈，有实质合作共识但属常规调研通稿，时效已过。",[176],{"name":168,"url":165},[26,178,179,180,181],"成果转化","京津冀协同","种业科技","院所企业",{"code":30,"slug":31,"name":32,"path":33,"parent_code":34},[],{"status":37,"locked":14,"version":38,"method":39,"evidence":185},{"candidates":186,"agricultural_evidence":45},[187,191,195,201],{"code":30,"score":50,"supported":45,"title":188,"abstract":189,"tags":190},[],[178],[178],{"code":43,"score":50,"supported":45,"title":192,"abstract":193,"tags":194},[],[26],[26],{"code":196,"score":57,"supported":45,"title":197,"abstract":198,"tags":200},"B1",[],[199],"蔬菜",[],{"code":202,"score":57,"supported":45,"title":203,"abstract":204,"tags":206},"F1",[],[205],"种业",[],[208,209],"河北省农林科学院 北京市农林科学院 调研","京研益农 智农天地 成果转化","河北省农林科学院北京市农林科学院调研-3644","2026-09-28T00:03:00.766614Z",{"id":213,"title":214,"url":215,"summary":216,"summary_zh":8,"content":8,"source_name":217,"source_url":8,"published_at":218,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":219,"score_detail":220,"sources":224,"tags":226,"primary_topic":230,"secondary_topics":231,"classification":232,"search_phrases":265,"slug":268,"view_count":20,"doi":8,"paper":8,"created_at":269},2554,"人民日报 9月13日 第04版 把论文写在大地上 记2026年最美教师张福锁","https:\u002F\u002Fpaper.people.com.cn\u002Frmrb\u002Fpc\u002Fcontent\u002F202609\u002F13\u002Fcontent_30180722.html","中国工程院院士、中国农业大学教授张福锁主讲的科技小院育人模式已惠及众多师生。他表示下一步要推动人工智能、大数据、物联网与农业深度融合，让智慧农业支撑粮食稳产增产。他主讲的《大国三农 农业绿色发展》在线通识课吸引462所院校27万人次选学。","人民日报 2026-09-13","2026-09-12T20:00:00Z",74,{"impact":221,"substance":222,"depth":19,"authority":19,"freshness":91,"relevant":20,"comment":223},22,16,"央媒报道院士张福锁科技小院育人模式并提出AI、大数据、物联网与农业深度融合方向，权威性强但属人物报道、时效略滞后，可入精选。",[225],{"name":217,"url":215},[26,111,227,228,229],"科技小院","农业绿色发展","人才培养",{"code":30,"slug":31,"name":32,"path":33,"parent_code":34},[],{"status":37,"locked":14,"version":38,"method":39,"evidence":233},{"candidates":234,"agricultural_evidence":45},[235,239,243,247,251,256,261],{"code":30,"score":50,"supported":45,"title":236,"abstract":237,"tags":238},[],[227],[227],{"code":43,"score":50,"supported":45,"title":240,"abstract":241,"tags":242},[],[26],[26],{"code":80,"score":57,"supported":45,"title":244,"abstract":245,"tags":246},[],[83],[],{"code":68,"score":20,"supported":14,"title":248,"abstract":249,"tags":250},[],[],[229],{"code":252,"score":20,"supported":14,"title":253,"abstract":254,"tags":255},"H4",[],[],[228],{"code":257,"score":20,"supported":14,"title":258,"abstract":259,"tags":260},"H8",[],[],[228],{"code":118,"score":20,"supported":14,"title":262,"abstract":263,"tags":264},[],[],[111],[266,267],"农业人工智能 农业绿色发展 人才培养 智慧农业","农业人工智能 农业绿色发展","农业人工智能农业绿色发展人才培养智慧农业-2554","2026-09-16T00:03:45.169864Z",{"id":271,"title":272,"url":273,"summary":274,"summary_zh":8,"content":275,"source_name":276,"source_url":8,"published_at":277,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":102,"score_detail":278,"sources":281,"tags":283,"primary_topic":287,"secondary_topics":288,"classification":289,"search_phrases":306,"slug":309,"view_count":57,"doi":8,"paper":8,"created_at":310},2090,"广东省农科院与广州黄埔区召开农业产业合作对接座谈会 共建联合研发平台推进院企深度合作","https:\u002F\u002Fwww.gdaas.cn\u002Fywzx\u002Fcontent\u002Fpost_1338144.html","9月8日下午广东省农科院与广州黄埔区农业产业合作对接座谈会在隆平院士港召开,黄埔区副区长何宇鸿及区内重点涉农企业代表参加。会上院加工所、果树所相关学科团队分别与广州泽力医药、广东香雪智慧中医药、广州极飞科技等签订产学研合作协议,共建联合研发平台、开展产业共性技术联合攻关,推进科企人才双向培养。","### 我院与广州黄埔区农业产业合作对接座谈会在黄埔召开\n\n时间：2026-09-09 16:12 来源：科技合作部【字体：大 中 小】\n\n为落实好科技支撑“百千万工程”，进一步推动我院与黄埔区涉农产业的院企深度合作，促进我院科技成果在黄埔区落地转化，9月8日下午，我院与广州市黄埔区农业产业合作对接座谈会在隆平院士港顺利召开。我院党委副书记、院长朱立学，我院科技合作部及各相关研究所负责人、科研专家，黄埔区副区长何宇鸿，以及黄埔区农业农村局、区营商环境改革局及区内重点涉农企业代表参加座谈。\n\n![Image 1: 图片1.png](http:\u002F\u002Fwww.gdaas.cn\u002Fimg\u002F0\u002F886\u002F886899\u002F1338144.png)\n\n会上，我院介绍了全院科研平台、学科布局与科技合作资源。来自文化集团、立达尔、润本生物、奥松电子、慕恩生物等区内重点企业依次介绍企业发展现状，提出技术攻关、产品研发、场景示范等方面合作诉求，我院专家对企业技术需求逐一回应，开展点对点技术交流。期间，院加工所、果树所相关学科团队分别与黄埔区重点涉农企业知识城（广州）现代农业发展有限公司、广州泽力医药科技有限公司、广东香雪智慧中医药产业有限公司、广州极飞科技股份有限公司、广州市粤牧农业发展有限公司签订产学研合作协议。\n\n![Image 2: 图片.png](http:\u002F\u002Fwww.gdaas.cn\u002Fimg\u002F0\u002F886\u002F886919\u002F1338144.png)\n\n何宇鸿对我院长期以来给予黄埔的科技赋能表示感谢。他指出，黄埔作为广州实体经济主阵地、科技创新核心区，具备发展现代科创农业的良好基础，希望以本次座谈会为契机，深化院地、院企联动，用好科研院所智力资源，破解企业技术难题，培育壮大黄埔特色农业产业，推动农业科技产业提质增效。\n\n朱立学表示，本次座谈会是今年5月院地调研交流成果的深化落地，下一步，我院将从共建联合研发平台、开展产业共性技术联合攻关、推进科企人才双向培养、协同申报科研产业项目、加速科技成果落地转化等方面，深化与黄埔务实合作，坚持“企业出题、专家答题”，精准匹配企业技术需求，推动新品种、新技术、新装备在黄埔优先示范应用，打通科研供给和产业需求的“最后一公里”，共同助力粤港澳大湾区现代农业科创高地建设。","广东省农业科学院","2026-09-08T00:00:00Z",{"impact":279,"substance":19,"depth":105,"authority":172,"freshness":104,"relevant":20,"comment":280},14,"省级农科院与黄埔区召开产业对接座谈会并签署多项产学研协议，属区域院地合作动态，有实质合作内容但影响范围限于地方。",[282],{"name":276,"url":273},[26,178,284,285,286],"院企合作","产学研","联合研发平台",{"code":30,"slug":31,"name":32,"path":33,"parent_code":34},[],{"status":37,"locked":14,"version":38,"method":39,"evidence":290},{"candidates":291,"agricultural_evidence":45},[292,296,302],{"code":30,"score":44,"supported":45,"title":293,"abstract":294,"tags":295},[],[285],[178,284],{"code":297,"score":57,"supported":45,"title":298,"abstract":299,"tags":301},"B2",[],[300],"果树",[],{"code":43,"score":20,"supported":14,"title":303,"abstract":304,"tags":305},[],[],[26],[307,308],"联合研发平台 成果转化 智慧农业 院企合作","联合研发平台 成果转化","联合研发平台成果转化智慧农业院企合作-2090","2026-09-11T00:04:20.401362Z",{"id":312,"title":313,"url":314,"summary":315,"summary_zh":8,"content":8,"source_name":316,"source_url":314,"published_at":317,"category":101,"cover_url":8,"hotness":13,"is_selected":14,"score":318,"score_detail":319,"sources":321,"tags":323,"primary_topic":326,"secondary_topics":327,"classification":328,"search_phrases":340,"slug":343,"view_count":57,"doi":344,"paper":345,"created_at":362},1712,"Herbal steam-based pest control: Technology transfer via philosopher-to-philosopher (P2P) learning in farming communities","https:\u002F\u002Fdoi.org\u002F10.1016\u002Fj.agsy.2026.104957","Herbal steam-based pest control: Technology transfer via philosopher-to-philosopher (P2P) learning in farming communities。Agricultural Systems","Agricultural Systems","2026-09-05T00:00:00Z",59,{"impact":105,"substance":19,"depth":222,"authority":279,"freshness":173,"relevant":20,"comment":320},"探讨草药蒸汽病虫害防治技术在农户间的传播，对农业技术推广有参考价值，但时效性较低。",[322],{"name":316,"url":314},[26,324,325],"技术推广","病虫害防治",{"code":30,"slug":31,"name":32,"path":33,"parent_code":34},[],{"status":37,"locked":14,"version":38,"method":39,"evidence":329},{"candidates":330,"agricultural_evidence":45},[331,336],{"code":30,"score":105,"supported":45,"title":332,"abstract":334,"tags":335},[333],"technology transfer",[333],[324],{"code":43,"score":20,"supported":14,"title":337,"abstract":338,"tags":339},[],[],[26],[341,342],"病虫害防治 技术推广 智慧农业","病虫害防治 技术推广","病虫害防治技术推广智慧农业-1712","10.1016\u002Fj.agsy.2026.104957",{"doi":344,"openalex_id":346,"authors":347,"venue":316,"cited_by_count":145,"oa_url":8,"card":8,"direction":8,"ingested_from":160},"W7208705320",[348,351,353,355,357,359],{"name":349,"orcid":350},"J. Pumnuan","https:\u002F\u002Forcid.org\u002F0000-0002-0684-8673",{"name":352,"orcid":8},"Somsak Kramchote",{"name":354,"orcid":8},"Wisara Chaisalee",{"name":356,"orcid":8},"Sasima Fakkhong",{"name":358,"orcid":8},"Thanat Samanakupt",{"name":360,"orcid":361},"Suneeporn Suwanmaneepong","https:\u002F\u002Forcid.org\u002F0000-0001-5781-9859","2026-09-05T23:30:05.439149Z",{"id":364,"title":365,"url":366,"summary":367,"summary_zh":368,"content":8,"source_name":369,"source_url":366,"published_at":370,"category":101,"cover_url":8,"hotness":13,"is_selected":14,"score":371,"score_detail":372,"sources":374,"tags":376,"primary_topic":379,"secondary_topics":380,"classification":381,"search_phrases":393,"slug":396,"view_count":173,"doi":397,"paper":398,"created_at":411},1293,"Hybrid Agricultural Extension as an Inclusive Communication Strategy for Supporting Smart Agriculture: Evidence from Rural Indonesia","https:\u002F\u002Fdoi.org\u002F10.25015\u002F22202670626","Agricultural extension is undergoing significant transformation as digital technologies become increasingly integrated into agricultural innovation systems. However, empirical comparisons of conventional, digital, and hybrid extension approaches within the same rural context remain limited, particularly in developing countries. This study compared the effectiveness of these three extension models, identified barriers to digital technology adoption, and examined socio-demographic factors influencing farmers' adoption of digital agricultural technologies in Pasuruan Regency, Indonesia. An explanatory sequential mixed-methods design was employed, involving 100 farmers and 10 extension workers; quantitative data were analysed using descriptive statistics, one-way ANOVA, paired-sample t-tests, Pearson correlation, and multiple linear regression, while qualitative data were examined through thematic analysis. The hybrid model achieved the highest effectiveness score (4.67 ± 0.32), significantly outperforming conventional and digital approaches (F(2,97) = 28.46, p \u003C 0.001), with participating farmers showing greater improvements in knowledge, productivity, and work efficiency. Education, digital literacy, and trust in extension workers were positively associated with technology adoption, whereas age showed a negative association. The findings indicate that hybrid agricultural extension is a more inclusive communication strategy that integrates interpersonal interaction with digital learning, strengthening agricultural innovation systems and supporting smart agriculture. These findings provide empirical evidence supporting hybrid extension as a sustainable communication model for accelerating smart agriculture adoption in developing countries.","农业推广正在经历重大转型，数字技术日益融入农业创新体系。然而，在同一农村背景下对传统推广、数字推广和混合推广三种模式进行实证比较的研究仍然有限，尤其是在发展中国家。本研究比较了这三种推广模式的有效性，识别了数字技术采纳的障碍，并考察了影响印度尼西亚巴苏鲁安县农民采纳数字农业技术的社会人口因素。研究采用解释性序贯混合方法设计，涉及100名农民和10名推广人员；定量数据通过描述性统计、单因素方差分析、配对样本t检验、皮尔逊相关分析和多元线性回归进行分析，定性数据则通过主题分析进行检验。混合模式获得了最高的有效性得分（4.67 ± 0.32），显著优于传统模式和数字模式（F(2,97) = 28.46，p \u003C 0.001），参与农民在知识、生产力和工作效率方面表现出更大的提升。教育水平、数字素养和对推广人员的信任与技术采纳呈正相关，而年龄呈负相关。研究结果表明，混合式农业推广是一种更具包容性的传播策略，将人际互动与数字学习相结合，强化了农业创新体系并支持智慧农业的发展。这些发现为混合推广作为加速发展中国家智慧农业采纳的可持续传播模式提供了实证依据。","Jurnal Penyuluhan","2026-08-31T00:00:00Z",72,{"impact":18,"substance":221,"depth":18,"authority":105,"freshness":173,"relevant":20,"comment":373},"实证比较三种推广模式，为智慧农业推广提供新证据，但时效性低。",[375],{"name":369,"url":366},[26,377,378,112],"印尼","数字技术",{"code":30,"slug":31,"name":32,"path":33,"parent_code":34},[],{"status":37,"locked":14,"version":38,"method":39,"evidence":382},{"candidates":383,"agricultural_evidence":45},[384,389],{"code":43,"score":385,"supported":45,"title":386,"abstract":387,"tags":388},19,[133],[26,25,133],[378,26],{"code":30,"score":19,"supported":45,"title":390,"abstract":391,"tags":392},[128],[112,128],[112],[394,395],"农业推广 数字技术 智慧农业 印尼","农业推广 数字技术","农业推广数字技术智慧农业印尼-1293","10.25015\u002F22202670626",{"doi":397,"openalex_id":399,"authors":400,"venue":369,"cited_by_count":145,"oa_url":405,"card":406,"direction":159,"ingested_from":160},"W7204757342",[401,403],{"name":402,"orcid":8},"Gunawan",{"name":404,"orcid":8},"M. Sazali Harun","https:\u002F\u002Fjournal.ipb.ac.id\u002Fjupe\u002Farticle\u002Fdownload\u002F70626\u002F34057",{"tldr":407,"method":408,"finding":409,"direction":157,"opportunity":410},"比较传统、数字和混合推广模式，发现混合推广在印尼农村最有效，促进智慧农业采纳。","混合方法：100名农民和10名推广员，定量统计（ANOVA、回归）加定性主题分析","混合推广效果最佳（4.67），显著优于其他；教育、数字素养和信任促进采纳，年龄负相关。","可探索混合推广在不同文化背景下的适应性，或设计个性化混合策略以克服年龄障碍。","2026-09-01T23:30:08.821483Z"]