[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-2395":3},{"id":4,"title":5,"url":6,"summary":7,"summary_zh":8,"content":8,"source_name":9,"source_url":8,"published_at":10,"category":11,"cover_url":8,"hotness":12,"is_selected":13,"score":14,"score_detail":15,"sources":22,"tags":24,"view_count":30,"doi":8,"paper":31,"created_at":40},2395,"[预印本]Simulating the Marginal Green Contribution of AI Modules in a Smart-Agriculture Platform: Evidence from Two Monte Carlo Experiments","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.06740","arXiv 2609.06740（2026-09-10）。基于海南智慧农业平台两项蒙特卡洛实验：实验1显示AI模式下20%农药减量概率从近零升至20.7%（基线）至49%（诊断精度0.95、采纳率0.85），15%化肥减量概率从近零升至52.0%；实验2显示AI灌溉调度增加5.0个百分点节水至16.0%，稻田CH4减排30.5%。研究指出农户采纳是主要瓶颈。",null,"arXiv | 2026-09-10","2026-09-10T00:00:00Z","论文",10,false,78,{"impact":16,"substance":17,"depth":16,"authority":18,"freshness":19,"relevant":20,"comment":21},18,22,12,8,1,"预印本以蒙特卡洛模拟量化AI模块在农药化肥减量与稻田减排上的边际绿色贡献，数据与结论有新意，但尚待同行评议，属细分领域前沿进展。",[23],{"name":9,"url":6},[25,26,27,28,29],"智慧农业","农业人工智能","精准农业","节水灌溉","农业减排",0,{"doi":8,"openalex_id":8,"authors":32,"venue":8,"cited_by_count":30,"oa_url":8,"card":33,"direction":37,"ingested_from":39},[],{"tldr":34,"method":35,"finding":36,"direction":37,"opportunity":38},"用蒙特卡洛实验模拟智慧农业平台中AI模块对农药化肥减量与节水减排的边际绿色贡献。","海南智慧农业平台数据，两项蒙特卡洛实验，含诊断精度与采纳率情景。","AI使农药减量20%概率升至20.7%-49%，化肥减量15%概率达52%，稻田CH4减排30.5%","农业绿色发展与碳","可将农户采纳行为内生化，研究采纳率提升机制与AI模块绿色效益的经济激励设计。","agent","2026-09-14T00:06:32.920282Z"]