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头版","2026-07-31T00:00:00Z","政策",10,true,90,{"impact":16,"substance":17,"depth":18,"authority":19,"freshness":20,"relevant":21,"comment":22},28,22,16,15,9,1,"农业农村部党组会议部署三农工作，含秋粮田管、AI+农业等具体措施，权威且时效性强，影响全国。",[24],{"name":9,"url":6},[26,27,28,29,30,31,32],"十五五","农业人工智能","高标准农田","粮食安全","脱贫攻坚","防灾减灾","三农工作",{"code":34,"slug":35,"name":36,"path":37,"parent_code":38},"H1","farmland","耕地保护与高标准农田","\u002Ftopic\u002Fenvironment\u002Ffarmland","H",[],{"status":41,"locked":42,"version":43,"method":44,"evidence":45},"classified",false,"2026-10-22.2","rules",{"candidates":46,"agricultural_evidence":13},[47,53,59,66,71,76,81,86,91],{"code":34,"score":48,"supported":13,"title":49,"abstract":50,"tags":52},7,[],[28,51],"农田建设",[28],{"code":54,"score":55,"supported":13,"title":56,"abstract":57,"tags":58},"H7",4,[],[31],[31],{"code":60,"score":61,"supported":13,"title":62,"abstract":63,"tags":65},"C1",3,[],[64],"生猪",[],{"code":67,"score":21,"supported":42,"title":68,"abstract":69,"tags":70},"A8",[],[],[29],{"code":72,"score":21,"supported":42,"title":73,"abstract":74,"tags":75},"G6",[],[],[30],{"code":77,"score":21,"supported":42,"title":78,"abstract":79,"tags":80},"I2",[],[],[27],{"code":82,"score":21,"supported":42,"title":83,"abstract":84,"tags":85},"J",[],[],[32],{"code":87,"score":21,"supported":42,"title":88,"abstract":89,"tags":90},"J1",[],[],[26],{"code":92,"score":21,"supported":42,"title":93,"abstract":94,"tags":95},"J2",[],[],[32],[97,98],"农业人工智能 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10月10日，农业农村部与山西省政府举行工作会谈。农业农村部党组书记、部长张柱，山西省委副书记、省长卢东亮出席会谈。\n\n张柱表示，山西省委省政府坚持把“三农”工作摆在重中之重位置，大力推进粮食生产、巩固拓展脱贫攻坚成果、旱作农业发展、乡村特色产业培育和乡村建设等工作，取得一系列明显成效。农业农村部将认真贯彻落实习近平总书记关于“三农”工作的重要论述和对山西工作的重要讲话重要指示精神，大力支持山西抓好粮食生产，扎实推进高标准农田建设，高质量发展旱作农业，集成推广水肥一体化等综合性技术模式，促进大面积均衡增产，提升农业综合生产能力和质量效益。做优做精乡村富民产业，推进农产品精深加工，完善联农带农机制，促进农民群众就业增收。落实好常态化帮扶政策要求，守牢不发生规模性返贫致贫底线，进一步增强内生动力和自我发展能力。深入学习运用“千万工程”经验，因地制宜建设宜居宜业和美乡村，合理补齐农村现代生活条件短板。希望部省加强联动、同频共振，合力加快山西农业农村现代化。\n\n卢东亮代表省委、省政府感谢农业农村部的关心支持，表示将深入贯彻习近平总书记关于“三农”工作的重要论述和对山西工作的重要讲话重要指示精神，聚焦打造特优农业和有机旱作基地，坚决扛牢保障粮食安全政治责任，坚持稳面积、增单产两手抓，分区分类推进高标准农田建设，抓实抓细常态化精准帮扶工作，深入实施特优农业发展战略，扎实推进农业科技创新，大力培育农业经营主体，加强农产品质量安全监管，有力有效推进乡村全面振兴。希望农业农村部加强政策指导，支持山西持续巩固拓展脱贫攻坚成果，开展旱地高标准农田改造建设，建强农业科技创新平台，推动特优农业提质增效，高质量举办乡村振兴（太谷）论坛，助力山西农业农村现代化迈上新台阶。","农业农村部新闻办公室 2026 年 10 月 11 日","2026-10-11T01:09:00Z",69,{"impact":17,"substance":115,"depth":116,"authority":19,"freshness":103,"relevant":21,"comment":117},14,12,"部省工作会谈属省级政策动态，有实质支持方向但无新政策条款，时效性一般，可作常规收录。",[119],{"name":111,"url":108},[121,28,29,122,123],"乡村振兴","有机旱作","特优农业",{"code":34,"slug":35,"name":36,"path":37,"parent_code":38},[],{"status":41,"locked":42,"version":43,"method":44,"evidence":127},{"candidates":128,"agricultural_evidence":13},[129,133,137,143,149,155,160],{"code":34,"score":48,"supported":13,"title":130,"abstract":131,"tags":132},[],[28,51],[28],{"code":67,"score":55,"supported":13,"title":134,"abstract":135,"tags":136},[],[29],[29],{"code":138,"score":61,"supported":13,"title":139,"abstract":140,"tags":142},"F3",[],[141],"水肥一体化",[],{"code":144,"score":61,"supported":13,"title":145,"abstract":146,"tags":148},"F5",[],[147],"农机",[],{"code":150,"score":61,"supported":13,"title":151,"abstract":152,"tags":154},"G4",[],[153],"联农带农",[],{"code":156,"score":21,"supported":42,"title":157,"abstract":158,"tags":159},"G",[],[],[121],{"code":161,"score":21,"supported":42,"title":162,"abstract":163,"tags":164},"H3",[],[],[122],[166,167],"农业农村部 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2026-10-08","2026-10-08T00:00:00Z",80,{"impact":180,"substance":181,"depth":18,"authority":20,"freshness":20,"relevant":21,"comment":182},26,20,"县级政府发布的国家级耕地保护政策解读，条款细节扎实、时效性强，对农业政策主题聚合有较高价值。",[184],{"name":176,"url":174},[28,29,186,187,188],"耕地保护","非农化","非粮化",{"code":34,"slug":35,"name":36,"path":37,"parent_code":38},[],{"status":41,"locked":42,"version":43,"method":44,"evidence":192},{"candidates":193,"agricultural_evidence":13},[194,199,205],{"code":34,"score":195,"supported":13,"title":196,"abstract":197,"tags":198},27,[28,51],[186,28,51],[186,28],{"code":87,"score":200,"supported":13,"title":201,"abstract":203,"tags":204},11,[202],"政策解读",[202],[],{"code":67,"score":55,"supported":13,"title":206,"abstract":207,"tags":208},[],[29],[29],[210,211],"高标准农田建设 政策解读","耕地非农化 非粮化 整改","高标准农田建设政策解读-4455",2,"2026-10-09T00:04:51.768826Z",{"id":216,"title":217,"url":218,"summary":219,"summary_zh":8,"content":8,"source_name":220,"source_url":8,"published_at":221,"category":222,"cover_url":8,"hotness":12,"is_selected":42,"score":223,"score_detail":224,"sources":229,"tags":231,"primary_topic":235,"secondary_topics":236,"classification":237,"search_phrases":258,"slug":261,"view_count":21,"doi":8,"paper":262,"created_at":271},2999,"基于改进DeepLabv3+的高标准农田田间道路提取与结构指标量化框架","https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F18\u002F1986","沈阳农业大学刘永生等开发了基于MobileNetV2改进DeepLabv3+的高标准农田田间道路提取轻量化框架，集成Normalization-based Attention Module与Content-Aware ReAssembly of FEatures。三次随机种子训练平均mIoU 93.34%、mPA 96.75%、精度98.90%，模型参数6.14M、推理速度17.04 FPS；沥青、混凝土、砾石道路宽度预测R²分别为0.650、0.486、0.662，宽度MAE 0.130\u002F0.140\u002F0.100 m。第二验证区域连通性指数从0.4682提升至0.4795，支持高标准农田田间道路高效、可量化、可追溯的验收检查。","MDPI Agriculture 16(18):1986","2026-09-16T00:00:00Z","论文",77,{"impact":18,"substance":17,"depth":225,"authority":226,"freshness":227,"relevant":21,"comment":228},18,13,8,"方法有创新、指标详实，对高标准农田道路验收有实用价值，但属细分技术论文，影响面有限。",[230],{"name":220,"url":218},[232,27,28,233,234],"智慧农业","遥感","田间道路",{"code":34,"slug":35,"name":36,"path":37,"parent_code":38},[],{"status":41,"locked":42,"version":43,"method":44,"evidence":238},{"candidates":239,"agricultural_evidence":13},[240,244,249,253],{"code":34,"score":116,"supported":13,"title":241,"abstract":242,"tags":243},[28],[28],[28],{"code":245,"score":21,"supported":42,"title":246,"abstract":247,"tags":248},"I1",[],[],[232],{"code":77,"score":21,"supported":42,"title":250,"abstract":251,"tags":252},[],[],[27],{"code":254,"score":21,"supported":42,"title":255,"abstract":256,"tags":257},"I3",[],[],[233],[259,260],"沈阳农业大学 高标准农田 道路提取","DeepLabv3 田间道路 遥感","沈阳农业大学高标准农田道路提取-2999",{"doi":8,"openalex_id":8,"authors":263,"venue":8,"cited_by_count":169,"oa_url":8,"card":264,"direction":268,"ingested_from":270},[],{"tldr":265,"method":266,"finding":267,"direction":268,"opportunity":269},"提出改进DeepLabv3+轻量框架，提取高标准农田田间道路并量化结构指标。","MobileNetV2+NAM+CARAFE改进DeepLabv3+，多区域遥感","mIoU 93.34%，道路宽度预测R²最高0.662，连通性指数提升至0.4795。","农业遥感与作物表型","可拓展至多作物、多地形道路提取，并结合时序遥感实现道路损毁动态监测。","agent","2026-09-20T00:03:08.023498Z",{"id":273,"title":274,"url":275,"summary":276,"summary_zh":277,"content":8,"source_name":278,"source_url":275,"published_at":279,"category":222,"cover_url":8,"hotness":12,"is_selected":42,"score":178,"score_detail":280,"sources":282,"tags":284,"primary_topic":288,"secondary_topics":289,"classification":290,"search_phrases":323,"slug":326,"view_count":327,"doi":328,"paper":329,"created_at":354},2643,"Unveiling the impacts of high-standard farmland construction on climate-smart agriculture","https:\u002F\u002Fdoi.org\u002F10.1016\u002Fj.landusepol.2026.108338","Extreme climate risks and farmland structural constraints are intensifying agricultural vulnerability, making the improvement of climate-smart agriculture (CSA) essential for enhancing agricultural resilience and sustainability. High-standard farmland construction (HSFC) represents an important practice for advancing CSA by improving cultivated land quality and farmland infrastructure. However, existing studies have mainly examined HSFC’s effects on single outcomes, including yield, efficiency, or environmental performance, with insufficient attention to whether it can simultaneously advance multiple CSA objectives or generate synergies and trade-offs among them. To examine the multidimensional linkages between HSFC and CSA, this study proposes an integrated Pressure-State-Response-Objective (PSRO) analytical framework. Using 2003–2022 panel data for 122 counties in Hunan Province, we apply a continuous difference-in-differences (DID) model and mechanism tests to estimate HSFC’s policy effects and assess transmission through input optimization, technology upgrading, and cultivated-land habitat quality. Results show that (1) HSFC has a positive and significant policy effect on CSA, with estimated coefficients of about 0.011–0.012 across specifications; (2) HSFC positively influences CSA in pillars food security and climate adaptation, but negatively affects pillar carbon mitigation in the short term; (3) heterogeneous effects are evident across regions, with stronger impacts where regional development conditions and land-consolidation potential are more favorable; (4) CSA gains from HSFC arise from improved farmland production conditions, reduced per-output input pressure, and complementary technological and cultivated-land habitat improvements. This study links a land-consolidation mega-program with a multi-pillar CSA index under an integrated PSRO framework and offers guidance for coordinating food security, climate resilience, and carbon mitigation.","极端气候风险与耕地结构性约束正在加剧农业脆弱性，提升气候智慧型农业（CSA）水平对于增强农业韧性与可持续性至关重要。高标准农田建设（HSFC）通过改善耕地质量和农田基础设施，是推进CSA的重要实践。然而，现有研究主要考察HSFC对产量、效率或环境绩效等单一结果的影响，对其能否同时推进CSA多重目标或在其间产生协同与权衡关注不足。为考察HSFC与CSA之间的多维关联，本研究提出压力—状态—响应—目标（PSRO）综合分析框架。基于湖南省122个县2003—2022年面板数据，采用连续型双重差分（DID）模型及机制检验，估计HSFC的政策效应，并从投入优化、技术升级和耕地生境质量三个方面评估其传导路径。结果表明：（1）HSFC对CSA具有显著正向政策效应，各设定下估计系数约为0.011—0.012；（2）HSFC对粮食安全和气候适应两个维度具有正向影响，但短期内对碳减排维度产生负向影响；（3）区域异质性明显，在区域发展条件和土地整治潜力更有利的地区影响更强；（4）HSFC带来的CSA增益源于农田生产条件改善、单位产出投入压力降低以及技术与耕地生境改善的互补效应。本研究在综合PSRO框架下将土地整治重大工程与多维度CSA指数相衔接，为协调粮食安全、气候韧性与碳减排提供指导。","Land Use Policy","2026-09-15T00:00:00Z",{"impact":225,"substance":17,"depth":225,"authority":115,"freshness":227,"relevant":21,"comment":281},"基于湖南122县20年面板数据的DID实证研究，揭示高标准农田建设对气候智慧农业的多维影响及碳减排短期权衡，方法新颖、结论可靠，对耕地保护与气候韧性政策有参考价值。",[283],{"name":278,"url":275},[28,29,285,286,287],"农业碳减排","耕地质量","气候智慧农业",{"code":34,"slug":35,"name":36,"path":37,"parent_code":38},[],{"status":41,"locked":42,"version":43,"method":44,"evidence":291},{"candidates":292,"agricultural_evidence":13},[293,298,302,307,313,318],{"code":245,"score":200,"supported":13,"title":294,"abstract":296,"tags":297},[295],"smart agriculture",[295],[],{"code":34,"score":227,"supported":13,"title":299,"abstract":300,"tags":301},[],[28,51],[286,28],{"code":67,"score":48,"supported":13,"title":303,"abstract":304,"tags":306},[],[29,305],"food security",[29],{"code":54,"score":48,"supported":13,"title":308,"abstract":309,"tags":312},[],[310,311],"气候适应","climate resilience",[287],{"code":314,"score":21,"supported":42,"title":315,"abstract":316,"tags":317},"H2",[],[],[286],{"code":319,"score":21,"supported":42,"title":320,"abstract":321,"tags":322},"H4",[],[],[285],[324,325],"气候智慧农业 农业碳减排 高标准农田 粮食安全","气候智慧农业 农业碳减排","气候智慧农业农业碳减排高标准农田粮食安全-2643",5,"10.1016\u002Fj.landusepol.2026.108338",{"doi":328,"openalex_id":330,"authors":331,"venue":278,"cited_by_count":169,"oa_url":345,"card":346,"direction":352,"ingested_from":353},"W7213291178",[332,335,337,339,341,343],{"name":333,"orcid":334},"Yao Yao","https:\u002F\u002Forcid.org\u002F0000-0002-6723-6152",{"name":336,"orcid":8},"Lisi Ling",{"name":338,"orcid":8},"Xu Bi",{"name":340,"orcid":8},"Chunhua Li",{"name":342,"orcid":8},"Xueyuan Chen",{"name":344,"orcid":8},"Guy M. Robinson","https:\u002F\u002Fwww.sciencedirect.com\u002Fscience\u002Farticle\u002Fpii\u002FS0264837726004229\u002Fpdf",{"tldr":347,"method":348,"finding":349,"direction":350,"opportunity":351},"研究高标准农田建设对气候智慧型农业的多维影响及协同权衡关系。","构建PSRO框架，用2003-2022年湖南122县面板数据和连续DID模型。","高标准农田建设显著促进气候智慧型农业，但短期对碳减排有负向影响。","农业绿色发展与碳","可探究高标准农田建设长期碳减排效应及不同区域协同优化路径。","智慧农业 \u002F 农业物联网","openalex","2026-09-16T23:30:11.907387Z",{"id":356,"title":357,"url":358,"summary":359,"summary_zh":8,"content":8,"source_name":360,"source_url":8,"published_at":361,"category":362,"cover_url":8,"hotness":12,"is_selected":42,"score":363,"score_detail":364,"sources":366,"tags":368,"primary_topic":372,"secondary_topics":373,"classification":374,"search_phrases":396,"slug":399,"view_count":21,"doi":8,"paper":8,"created_at":400},2448,"让每一亩农田都产生应有效益——福建高标准农田建设观察","https:\u002F\u002Fszb.farmer.com.cn\u002Fnmrb\u002Fhtml\u002F2026\u002F20260915\u002F20260915_1\u002Fnmrb_20260915_13405_1_2099610566381375505.html","农民日报 9-15 头版头条。2019 年至 2025 年,福建投入各类资金 200 多亿元,新建和改造提升高标准农田约 820 万亩,在台风等恶劣天气中经受住考验。浦城县石陂镇申明村再生稻两季最高亩产 1417.6 公斤,长汀县河田镇南塘村稻田排灌通畅,云霄县东厦镇洲渡村水渠拓宽至 4 米并装智能闸阀。今年上半年,福建完成'已建、在建、待建、不宜建设、暂缓建设'5 类底数核实,正式印发《福建省逐步把永久基本农田建成高标准农田实施方案》,到 2030 年累计建成高标准农田 1230 万亩、改造提升 300 万亩。","农民日报 2026-09-15 头版","2026-09-14T23:00:00Z","报道",84,{"impact":17,"substance":17,"depth":100,"authority":115,"freshness":20,"relevant":21,"comment":365},"央媒头版深度报道，含200多亿投入、820万亩建成、2030年1230万亩目标等硬数据与智能闸阀等信息化细节，政策与实效兼具，值得入选每日精选。",[367],{"name":360,"url":358},[28,29,369,370,371],"福建","智慧灌溉","农田建设规划",{"code":34,"slug":35,"name":36,"path":37,"parent_code":38},[],{"status":41,"locked":42,"version":43,"method":44,"evidence":375},{"candidates":376,"agricultural_evidence":13},[377,381,388,392],{"code":34,"score":181,"supported":13,"title":378,"abstract":379,"tags":380},[28,51],[28],[28],{"code":382,"score":103,"supported":13,"title":383,"abstract":384,"tags":387},"A1",[],[385,386],"再生稻","稻田",[],{"code":67,"score":21,"supported":42,"title":389,"abstract":390,"tags":391},[],[],[29],{"code":161,"score":21,"supported":42,"title":393,"abstract":394,"tags":395},[],[],[370],[397,398],"农田建设规划 高标准农田 智慧灌溉 粮食安全","农田建设规划 高标准农田","农田建设规划高标准农田智慧灌溉粮食安全-2448","2026-09-15T00:04:20.145037Z",{"id":402,"title":403,"url":404,"summary":405,"summary_zh":8,"content":8,"source_name":406,"source_url":8,"published_at":407,"category":362,"cover_url":8,"hotness":12,"is_selected":42,"score":408,"score_detail":409,"sources":411,"tags":413,"primary_topic":415,"secondary_topics":420,"classification":426,"search_phrases":453,"slug":456,"view_count":213,"doi":8,"paper":8,"created_at":457},1549,"内蒙古托克托县：高标准农田建设夯实粮食安全\"耕\"基——智慧节水灌溉设备全面推广落地","https:\u002F\u002Fwww.farmer.com.cn\u002F2026\u002F09\u002F03\u002F991027484.html","托克托县建有 3 座总蓄水量近 1 万立方米的蓄水池稳定保障农田灌溉用水，高效滴灌系统持续为耕地赋能。土地规模化流转落地见效，农户既拿到稳定土地流转租金，又能在家门口务工实现双份收入。村里建立\"村集体+农户\"共管共享模式，依托高标准农田系统化建设，智慧节水灌溉设备全面推广落地，有效破解农业生产水资源受限、种植方式粗放等问题，加速推动传统农业生产模式向现代化、智能化、集约化转型升级。","农民日报·中国农网","2026-09-03T00:00:00Z",56,{"impact":116,"substance":115,"depth":12,"authority":116,"freshness":227,"relevant":21,"comment":410},"地方高标准农田建设案例，有具体数据和模式，但影响范围有限。",[412],{"name":406,"url":404},[121,28,29,414],"智慧节水",{"code":67,"slug":416,"name":417,"path":418,"parent_code":419},"yield-food-security","单产提升与粮食安全","\u002Ftopic\u002Ffield-crops\u002Fyield-food-security","A",[421,422],{"code":34,"slug":35,"name":36,"path":37,"parent_code":38},{"code":161,"slug":423,"name":424,"path":425,"parent_code":38},"irrigation","水资源与灌溉","\u002Ftopic\u002Fenvironment\u002Firrigation",{"status":41,"locked":42,"version":43,"method":44,"evidence":427},{"candidates":428,"agricultural_evidence":13},[429,433,439,443,449],{"code":34,"score":181,"supported":13,"title":430,"abstract":431,"tags":432},[28,51],[28],[28],{"code":161,"score":115,"supported":13,"title":434,"abstract":436,"tags":438},[435],"灌溉",[435,437],"水资源",[],{"code":67,"score":20,"supported":13,"title":440,"abstract":441,"tags":442},[29],[],[29],{"code":444,"score":61,"supported":13,"title":445,"abstract":446,"tags":448},"G2",[],[447],"土地流转",[],{"code":156,"score":21,"supported":42,"title":450,"abstract":451,"tags":452},[],[],[121],[454,455],"高标准农田 乡村振兴 智慧节水 粮食安全","高标准农田 乡村振兴","高标准农田乡村振兴智慧节水粮食安全-1549","2026-09-04T00:05:30.182055Z"]