{
  "verifiedAt": "2026-10-16",
  "purpose": "项目相关性检索词库，不声称搜索量、排名或商业能力已实现。",
  "topics": [
    {
      "title": "人工智能与自主实验",
      "en": "AI / AUTONOMOUS SCIENCE",
      "text": "从研究目标拆解实验队列，再用测量结果支持下一轮选择。本站展示编排设想与有出处的实验案例。",
      "words": [
        "人工智能实验室",
        "AI实验室",
        "人工智能科研",
        "自主实验室",
        "无人实验室",
        "自动驾驶实验室",
        "科学智能体",
        "实验智能体",
        "科学大模型",
        "自然语言控制仪器",
        "闭环实验",
        "主动学习实验",
        "贝叶斯实验优化",
        "高通量筛选",
        "AI for science",
        "autonomous laboratory",
        "self-driving laboratory",
        "agentic laboratory",
        "AI scientist",
        "closed-loop experimentation",
        "active learning",
        "Bayesian optimization"
      ],
      "source": "https://www.lila.ai/",
      "papers": [
        "P02",
        "P06",
        "P07",
        "P08",
        "P09"
      ]
    },
    {
      "title": "老仪器改造与仪器互联",
      "en": "RETROFIT / INSTRUMENT INTEGRATION",
      "text": "保留仪器的测试能力，评估控制接口，增加动作执行和状态回读，把手工设备接入统一流程。",
      "words": [
        "老仪器改造",
        "老旧仪器改造",
        "存量仪器升级",
        "传统仪器自动化",
        "实验室改造",
        "实验室智能化升级",
        "仪器联网",
        "仪器互联",
        "跨品牌设备集成",
        "设备驱动",
        "仪器控制模块",
        "远程仪器控制",
        "串口仪器控制",
        "通用接口总线",
        "仪器指令控制",
        "视觉按钮操作",
        "legacy instrument retrofit",
        "laboratory retrofit",
        "instrument integration",
        "device interoperability",
        "instrument control",
        "hardware adapter",
        "digital laboratory"
      ],
      "source": "https://sila-standard.com/standards/",
      "papers": [
        "P06",
        "P07"
      ]
    },
    {
      "title": "机械臂、移动机器人与自动上样",
      "en": "ROBOTICS / SAMPLE LOGISTICS",
      "text": "抓取、提离、移动、定位、松开，每次交接保留样品编号与状态；按不同容器和工位设计夹具。",
      "words": [
        "实验室机械臂",
        "移动机器人实验室",
        "协作机器人",
        "机器人实验室",
        "自动上样",
        "自动进样",
        "样品转运",
        "样品架搬运",
        "条码追踪",
        "机器视觉定位",
        "夹爪设计",
        "自动开盖",
        "自动封管",
        "样品物流",
        "实验室无人值守",
        "robotic laboratory",
        "mobile laboratory robot",
        "robotic sample handling",
        "automated loading",
        "sample logistics",
        "barcode tracking",
        "machine vision"
      ],
      "source": "https://www.nature.com/articles/s41586-024-08173-7",
      "papers": [
        "P06",
        "P07",
        "P09"
      ]
    },
    {
      "title": "自动制样、合成与材料验证",
      "en": "SAMPLE PREPARATION / MATERIALS",
      "text": "称量和移液只是起点。固相烧结、薄膜沉积、电池装配和气固反应需要各自独立的工序与设备。",
      "words": [
        "自动制样",
        "自动配液",
        "自动称量",
        "自动移液",
        "自动合成",
        "粉末混合",
        "球磨",
        "材料烧结",
        "压片",
        "旋涂",
        "薄膜沉积",
        "电池装配",
        "催化剂制备",
        "空气碳捕集",
        "光催化",
        "材料发现",
        "autonomous synthesis",
        "automated sample preparation",
        "liquid handling",
        "solid dosing",
        "thin film deposition",
        "materials discovery",
        "catalyst screening"
      ],
      "source": "https://www.nature.com/articles/s41586-024-08173-7",
      "papers": [
        "P01",
        "P02",
        "P03",
        "P04",
        "P05",
        "P07"
      ]
    },
    {
      "title": "生物实验、蛋白与酶工程",
      "en": "PROTEINS / BIOAUTOMATION",
      "text": "把表达、纯化、亲和力、酶反应和结构验证分开安排，避免把不同实验分支拼成同一份样品的连续检测。",
      "words": [
        "蛋白自动化",
        "蛋白表达",
        "蛋白纯化",
        "结合蛋白设计",
        "蛋白亲和力",
        "酶工程",
        "计算设计酶",
        "酶动力学",
        "荧光读板",
        "自动孔板处理",
        "结晶筛选",
        "冷冻电镜",
        "生物实验自动化",
        "protein design",
        "protein binder",
        "protein purification",
        "enzyme engineering",
        "enzyme kinetics",
        "plate reader",
        "bioautomation",
        "crystallization screening"
      ],
      "source": "https://www.nature.com/articles/s41586-025-09429-6",
      "papers": [
        "P08",
        "P09"
      ]
    },
    {
      "title": "数据采集、分析与报告",
      "en": "DATA / ANALYSIS / TRACEABILITY",
      "text": "源记录、发表表值、模型结果分开保存；把变量、单位、分析方法、误差和出处一并交付。",
      "words": [
        "实验数据采集",
        "实验数据分析",
        "仪器数据自动读取",
        "实时实验监控",
        "自动报告",
        "数据溯源",
        "原始数据归档",
        "实验记录",
        "数据质量检查",
        "谱图分析",
        "核磁分析",
        "质谱分析",
        "衍射分析",
        "动力学分析",
        "不确定度",
        "电子实验记录",
        "data acquisition",
        "scientific data analysis",
        "automated reporting",
        "data provenance",
        "experiment monitoring",
        "laboratory data management"
      ],
      "source": "https://sila-standard.com/standards/",
      "papers": [
        "P01",
        "P06",
        "P08",
        "P09",
        "P10"
      ]
    },
    {
      "title": "环境样品与跨研究证据",
      "en": "ENVIRONMENT / EVIDENCE INTEGRATION",
      "text": "单个土样浓度与全球风险属于不同层次：先做样品检测，再核对跨研究单位、阈值、空间预测与不确定度。",
      "words": [
        "土壤自动前处理",
        "土壤重金属",
        "环境实验室自动化",
        "多元素检测",
        "消解",
        "样品稀释",
        "标准与空白",
        "全球土壤数据",
        "研究数据整合",
        "风险阈值",
        "空间预测",
        "环境监测",
        "soil sample preparation",
        "heavy metal analysis",
        "environmental laboratory",
        "multi-element analysis",
        "evidence synthesis",
        "geospatial prediction"
      ],
      "source": "https://doi.org/10.1126/science.adr5214",
      "papers": [
        "P10"
      ]
    },
    {
      "title": "实验室升级如何落地",
      "en": "FROM EXISTING EQUIPMENT TO A CONNECTED LAB",
      "text": "从一台仪器、一种容器和一条可验证流程开始，逐步补齐控制、执行、交接、异常暂停与结果交付。",
      "words": [
        "智慧实验室方案",
        "实验室数字化",
        "实验室自动化集成",
        "实验室改造方案",
        "科研仪器升级",
        "低成本实验室自动化",
        "模块化实验室",
        "仪器接入评估",
        "实验流程编排",
        "设备状态回读",
        "异常暂停",
        "人工接管",
        "smart laboratory",
        "lab automation integration",
        "modular laboratory",
        "workflow orchestration",
        "feedback verification",
        "laboratory digitalization"
      ],
      "source": "https://www.nature.com/articles/s41598-025-05404-3",
      "papers": [
        "P06",
        "P07"
      ]
    }
  ]
}