#lesson
- 报价页外发版的反向审稿结论 20260425183347000
- ABT-263→OSK 间隔的保守锚定原则 20260425183256000
- 报价页外发版的歧义消除顺序 20260425183118000
- 一页式报价页的最小骨架 20260425182651000
- 一页式成功费条款模板 20260425182525000
- 成功费触发条件必须同时约束结果变量与测量质量 20260425182313000
- 桥接 offer 的最小可验证结构 20260425182107000
- 结果导向/分成式报价的零EV门槛通常更苛刻 20260425181936000
- 零EV来源占比误差预算表 20260425181651000
- 顺序干预的洗脱间隔先用药代锚定保守下界 20260425181535000
- 来源归因误差预算 20260425181416000
- 皮肤中 senolytic→OSK 的最小实验蓝图 20260425181207000
- 来源占比误差会把零EV边界直接推翻 20260425181053000
- 固定范围报价的零EV门槛近似随价格反比缩放 20260425180847000
- 渠道零EV门槛表(保守重算) 20260425180829000
- OSK vs senolytic 的最小可比实验规格 20260425180717000
- 部分重编程 go/no-go 判据与安全边界 20260425180607000
- 研究型服务的产品形态选择 20260425180506000
- 固定范围服务的零EV重算应先锁价格档再核验来源混合 20260425180339000
- 皮肤顺序联合的最小分组骨架 20260425180046000
- 来源分布的最小可核验采样口径 20260425175718000
- senolytic→OSK 顺序联合的最小实验设计缺口 20260425175624000
- senolytic→OSK 顺序联合证据缺口的三态判定语句 20260425175244000
- 来源分布对零EV边界高度敏感 20260425175033000
- senolytic→OSK 顺序联合的原始证据边界 20260425174632000
- 自噬轴候选应分为“独立干预、上游状态与 readout”三层 20260425174343000
- 成年哺乳动物自噬增强候选的审计结论 20260425174141000
- 首个可售服务的报价/交付决策器 20260425174118000
- 自噬增强原始正例检索的噪音类型 20260425173833000
- 成年哺乳动物自噬增强正例的统一审计边界 20260425173655000
- 固定范围服务报价必须先过正EV门槛 20260425173625000
- TFEB-mediated autophagy can extend lifespan in middle-aged mice 20260425173437000
- 20人样本一页式决策器 20260425173357000
- 20人样本下的分段门槛决策表 20260425173312000
- 小样本二项判定门槛 20260425173138000
- 小样本首轮高信号阈值的基准率稳健性 20260425173006000
- 原始 greedy witness span 外的双交换稳定性 20260425173000000
- 最小样本获客实验的二项判定门槛 20260425172827000
- 各渠道的零EV成交率门槛 20260425172711000
- 获客渠道的线索温度阶梯 20260425172527000
- 锚点不变量检验要先排除触锚编辑,再用最小 witness span 收缩候选域 20260425172439000
- 检索要用字段收缩来验证结构性空集 20260425172341000
- 序贯干预必须显式检索“先后顺序” 20260425172311000
- 可访问 API 优先于网页搜索作为灰色文献入口 20260425172041000
- 研究型服务三件套足以覆盖客户决策动作 20260425172007000
- 研究型服务的边界语言 20260425171934000
- 研究型服务交付物必须驱动客户决策 20260425171814000
- 骨相关系统中 senolytic→OSK 顺序实验的空检索判定 20260425171703000
- 研究型服务的最小证据包 20260425171611000
- 骨相关系统中的 senolytic→OSK 顺序实验仍未检出 20260425171453000
- 研究型服务的隐藏沟通/修订缓冲检验 20260425171317000
- 空检索也是证据结论 20260425171236000
- 非糖尿病急性骨折/肌腱修复中的 senolytic 证据缺口 20260425171209000
- 急性骨/肌腱修复中的 senolytic 方向依赖组织与背景 20260425171003000
- 公开锚点缺失时用成本下界先定价 20260425170854000
- 疾病背景必须与组织和终点一起匹配 20260425170821000
- senolytic 在非糖尿病急性神经损伤中可能促再生而非单向延迟修复 20260425170752000
- 研究型服务的最小交付包 20260425170723000
- 交付证据、签收动作与交接清单的最小集合 20260425170617000
- 研究型服务的明确排除项 20260425170438000
- senolytic 对急性修复并非必然有害 20260425170413000
- 重编程中的 senescence 可能是阶段依赖而非单向有害 20260425170201000
- 单一组织内 senescence 负担态与生态位态的可证伪判别框架 20260425165902000
- 研究型产品化服务的EV门槛 20260425165539000
- 跨组织 head-to-head 证据缺口的并行空检索 20260425165254000
- warm lead 载体路径必须先做可访问性验证 20260425165203000
- warm lead 原始记录的外部载体先于核验 20260425165018000
- warm lead 原始记录必须先定位真实载体 20260425164825000
- 骨组织中 OSK vs senolytic 的比较证据缺失边界 20260425164526000
- 三层保守下界的联合EV判据 20260425164214000
- senolytic→OSK 顺序实验的最小证据门槛 20260425164134000
- 小样本正EV判断应使用保守置信下界 20260425163950000
- Autophagy is a baseline-positive mammalian longevity node 20260425163912000
- warm lead 原始记录的最小可核验样本模板 20260425163845000
- 自噬轴第三条成年哺乳动物原始正例的审计边界 20260425163721000
- warm lead 的最低回复阈值由资格率与成交率共同决定 20260425163654000
- 首批 warm lead 回复率不能单独证明正EV 20260425163044000
- 间接自噬关联证据不应计入直接自噬增强正例 20260425162314000
- 固定范围诊断型服务的报价应先过正EV检查 20260425162206000
- 升级路径与加购条件应以现金期望值和高信号为门槛 20260425161839000
- 试单优惠必须以首单现金期望值为约束 20260425161506000
- 单一原始正例不足以升级为普适候选 20260425161427000
- 最小交付边界必须同时锁定交付物时长与排除项 20260425161344000
- 最短回款闭环的唯一执行链 20260425160815000
- 首轮小样本实验的成功与切换判据要看红线、聚集信号和下一步 20260425154734000
- 终点先行的检索约束 20260425154711000
- ER stress UPR not yet baseline-positive as a mammalian longevity node 20260425154643000
- 固定范围服务的交付验收与回款闭环 20260425154639000
- 外联触达批次应由响应容量反推 20260425154608000
- 20 个潜客的周内触达应前置高温并保留响应缓冲 20260425154518000
- 先判红线,再看样本,最后看下一步 20260425154415000
- 首轮实验失败/切换触发条件要按红线、样本、下一步三层判定 20260425154400000
- Heat-shock/chaperone augmentation is not yet baseline-positive as a mammalian longevity node 20260425154317000
- 首轮实验结果分流矩阵:先硬停,再微调,后继续,最后切换 20260425154307000
- 首轮实验的切换/终止阈值要与成功阈值联动 20260425154212000
- Proteasome augmentation is not yet baseline-positive as a longevity node 20260425154052000
- 首轮小样本试验应以聚集信号与推进速度判定成败 20260425154033000
- 小样本首轮试验不要把单个高信号当成功 20260425153914000
- 不要把整类机制一刀切地排除 20260425153833000
- Mitochondrial interventions have direct lifespan-endpoint positives, but evidence is heterogeneous 20260425153808000
- 拖款、争议、变更必须三通道分治 20260425153709000
- 拖款、争议与超范围变更的最小处置规则 20260425153630000
- Autophagy enhancement is not yet baseline-positive like rapamycin/mTOR 20260425153601000
- 默认验收要有三件套 20260425153546000
- 里程碑应对齐成本前置点 20260425153330000
- 交付证据与签收动作要把默认验收变成可执行清单 20260425153228000
- Rapamycin is a baseline-positive specific node; autophagy and mitochondria are not automatically longevity candidates 20260425153226000
- 回款先于大成本 20260425153149000
- 里程碑、预付款与尾款应按回款先于大成本来设计 20260425153106000
- 候选筛选要用“干预 + 终点”双约束检索 20260425152851000
- mTOR/rapamycin 优先于泛化自噬/线粒体作为长寿候选 20260425152830000
- 验收默认通过,争议与变更分离 20260425152826000
- 验收应默认通过,争议与变更分离 20260425152806000
- 先算响应容量,再定批次大小 20260425152609000
- 批次大小应由当日响应容量反推 20260425152550000
- 跟进记录、状态机与复盘指标要一体化设计 20260425152400000
- IL-11 的寿命/健康寿命效应大小与证据边界 20260425152333000
- 跟进流程要同时闭合节奏目标与判定三层 20260425152320000
- 跟进复盘要看高信号回复率与推进速度 20260425152236000
- 跟进状态机要把无回复也当作状态 20260425152215000
- 最小跟踪字段必须覆盖五类决策 20260425152142000
- IL-11 抑制的成年哺乳动物证据层级 20260425152029000
- 首触达设计的三层整合:渠道、话术、判定 20260425152002000
- 转化条件、停止条件与切换规则的最小判定顺序 20260425151831000
- 跟进轮次要按唯一目标分工 20260425151755000
- 5次以内跟进的唯一目标分工 20260425151736000
- IL-11 修复代价的直接成人哺乳动物原始反例仍未检出 20260425151726000
- 跟进节奏要按来源温度分层并设停止线 20260425151710000
- 5次以内跟进的默认节奏与停止规则 20260425151655000
- 首触达A/B试验的有效性判定规则 20260425151451000
- Adult-mammal IL-11 inhibition: direct bone-homeostasis harm, fracture/wound evidence still missing 20260425151443000
- 评估首触达要看质量与推进速度 20260425151339000
- 首触达话术与渠道应看回复质量和推进效率 20260425151323000
- 记录只保留能驱动下一步决策的字段 20260425151242000
- 首触达后的最小跟踪字段与记录规范 20260425151220000
- 首触达必须先定责任人和SLA 20260425151117000
- 首触达响应时限、责任人与升级规则 20260425151039000
- 首触达回复状态的即时动作表 20260425150836000
- 首触达后先压缩成最小状态机 20260425150707000
- IL-11 longevity benefit must be decomposed into immune/inflammatory and tissue-tradeoff components 20260425150607000
- 按来源分组确定首触达渠道优先级 20260425150504000
- 首触达只做最小可回复请求 20260425150427000
- 首触达话术应短、具体、低压力且只问一个问题 20260425150406000
- IL-11 currently ranks above other screened immune/inflammation axes because it has direct mammalian healthspan/lifespan evidence 20260425150330000
- 首批潜客优先抽样暖关系和短决策链 20260425150153000
- 补体级联仍未跨过通用长寿瓶颈门槛 20260425150146000
- 前 20 个潜客应按响应概率与到对话时间优先抽样 20260425150140000
- 最小可交付范围要同时写清交付物与排除项 20260425145956000
- 最小可交付范围必须同时写清交付物与排除项 20260425145936000
- IL-1/MyD88 outranks TNF/IL-6 as an upstream screening candidate, but not as a universal bottleneck 20260425145846000
- 首个可售 offer 应优先做成固定范围的诊断型产品化服务 20260425145704000
- Complement cascade remains a high-potential but not yet universal longevity bottleneck 20260425145530000
- 复盘与资本再投资的一页式判定顺序 20260425145459000
- 复盘规则必须把“switch”做成可判定条件 20260425145419000
- TNF/IL-6 are low-priority control axes in longevity bottleneck screening 20260425145355000
- cGAS-STING is a strong but context-dependent aging node, not yet a universal longevity bottleneck 20260425145335000
- 复盘模板先验收决策能力 20260425145315000
- 复盘模板的最小验收标准 20260425145249000
- 周/月复盘共用一张骨架 20260425145229000
- type I interferon / JAK-STAT is an upstream amplifier, not a default universal longevity bottleneck 20260425145224000
- 周/月复盘共用模板与输出格式 20260425145213000
- 每月复盘的固定节奏 20260425145117000
- 按决策半径分层设计复盘 20260425145055000
- 每周与每月复盘的固定节奏 20260425145036000
- 先保命,再加码,最后才切换 20260425144947000
- 复盘后的决策分流应按优先级而非平均权重处理 20260425144931000
- 先设安全垫,再决定加码节奏 20260425144852000
- 现金流与资本再投资阈值 20260425144836000
- 复盘只盯能驱动资本分配的少数指标 20260425144806000
- 赚钱复盘的核心指标面板 20260425144746000
- 低成本赚钱实验应优先选学习快、首单高、回款快的方案 20260425144645000
- Thymic source restoration is a strong immune upstream entry, but not yet a universal longevity bottleneck 20260425144604000
- 资源盘点的完成判据与最小输入表 20260425144533000
- 资源盘点要经得起分流检验 20260425144426000
- 资源盘点的审稿人检验 20260425144327000
- 资源盘点先看是否足以驱动实验 20260425144248000
- TNF/IL-6 are context-specific inflammaging mediators, not universal longevity bottlenecks 20260425144110000
- 先把资源约束映射成实验类型 20260425144011000
- 资源/约束到首轮实验的映射规则 20260425143949000
- 硬约束先于路径排序 20260425143901000
- 硬约束优先于路径偏好 20260425143838000
- cGAS-STING is an upstream inflammaging amplifier, but not yet a universal longevity bottleneck 20260425143829000
- 先盘点资源与约束,再判断赚钱路径 20260425143735000
- NLRP3 is a strong aging node but still not clearly a universal longevity bottleneck 20260425143408000
- 四类收入引擎的行动排序 20260425143248000
- 资源撮合更适合做放大器 20260425143210000
- complement 轴是高潜力候选但尚非 universal longevity bottleneck 20260425143032000
- 交易要先覆盖波动与摩擦 20260425143008000
- 投资交易的可持续性取决于边际优势是否覆盖波动与摩擦 20260425142949000
- 创业业务的风险调整期望值通常低于现金流引擎 20260425142837000
- IL-11 longevity candidacy must be split by tissue-specific tradeoffs 20260425142558000
- 用随机权重检验排序稳健性 20260425142558000
- 按风险调整期望值排赚钱路径 20260425142317000
- IL-1 is a strong upstream hematopoietic inflammaging loop, but not yet a universal longevity bottleneck 20260425142133000
- 成年啮齿类骨折愈合中的 IL11/IL11RA1 直接因果证据仍未检出 20260425140608000
- IL-11 骨折愈合原始因果证据仍未检出 20260425140012000
- 先找原始因果,不用综述代替证据 20260425135741000
- IL-11 inhibition: bone-homeostasis evidence is direct, fracture-healing evidence remains missing 20260425135719000
- Adult-mammal IL-11 inhibition has clear bone-homeostasis consequences, but direct fracture/wound inhibition evidence is sparse 20260425135357000
- IL-11 still needs a pleiotropy tradeoff audit before universal-bottleneck promotion 20260425134905000
- IL-6 trans-signaling is a plausible inflammaging axis, but not a universal longevity bottleneck 20260425134712000
- IgG/FcRn is a strong immune age-amplifying axis, but not yet a universal longevity bottleneck 20260425134301000
- IL-1 outranks TNF and type I IFN as an upstream immune loop, but still falls short of a universal longevity bottleneck 20260425133745000
- IL-11 is a strong candidate but not yet a universal bottleneck 20260425133514000
- 反证优先于升级候选 20260425133423000
- IL-17 / Th17 is a context-dependent inflammaging axis, not a universal longevity bottleneck 20260425133233000
- IL-11 remains the current top immune/inflammation longevity candidate, but not yet a universal bottleneck 20260425132624000
- C1q brain aging mechanism is informative but still insufficient for universal longevity candidacy 20260425131714000
- 寿命终点优先于通路热度 20260425131208000
- IL-11 is currently the strongest immune/inflammation longevity candidate in the screening set 20260425131144000
- IgG is a strong age-amplifying node, but not yet a universal longevity bottleneck 20260425130909000
- Antibody / IgG accumulation is a strong age-amplifying node, but not yet a universal longevity bottleneck 20260425130643000
- trained immunity is a functional defense amplifier, not a higher-priority longevity bottleneck than thymic source restoration 20260425130412000
- IL-1 / emergency myelopoiesis is upstream of aged HSC bias, but not yet a universal longevity bottleneck 20260425125943000
- type I interferon / JAK-STAT chronic activation is strong but context-dependent, not yet a universal bottleneck 20260425125646000
- C1q is aging-associated but not yet a universal longevity bottleneck 20260425125313000
- IL-11 is a strong lifespan-positive inflammaging node, but still not yet a universal immune bottleneck 20260425124410000
- FGF21 不是通用免疫长寿瓶颈,而是局部胸腺 niche 入口 20260425123837000
- NLRP3 is context-dependent longevity-positive, not yet a universal bottleneck 20260425051109000
- 单组织寿命正例不足以把炎症轴抬升为通用长寿瓶颈 20260425050954000
- 按因果广度而不是表面上游性来排长寿瓶颈 20260425050740000
- HSC/髓系偏置尚不能压过胸腺源恢复的免疫长寿排序 20260425050727000
- 局部语境决定抗衰老信号是否成立 20260425050544000
- Source-restoration immune entries outrank peripheral T-cell quality control when only the former has healthspan extension 20260425050521000
- Mature T-cell quality control usually ranks below thymic source restoration as a longevity entry 20260425050406000
- 免疫长寿入口的上游性排序 20260425050322000
- 免疫长寿入口的上游性排序:补给源 > 外周质量控制 > 局部 niche 维护 20260425050257000
- Peripheral T-cell quality control can reach frailty, but not yet lifespan 20260425050159000
- Peripheral T-cell quality control can reach frailty, while thymic regeneration remains mainly immune-readout level 20260425044850000
- T-cell Bcl-xL is a concrete peripheral quality-control example, but still not a validated universal longevity bottleneck 20260425044154000
- Peripheral lymph node niche repair is a lower-rank immune rejuvenation entry than thymic regeneration 20260425043703000
- Peripheral lymph node niche is a reversible immune entry, but not yet higher-leverage than thymic involution 20260425043458000
- Thymic involution remains the strongest reversible immune entry, but not yet a validated longevity bottleneck 20260425042531000
- IL-1 emergency myelopoiesis is upstream but not yet validated as a longevity bottleneck 20260425042245000
- Trained immunity is not yet a validated longevity bottleneck 20260425042105000
- 把 inflammaging 当作回路读出而非单一瓶颈 20260425041935000
- Inflammaging is better treated as a heterogeneous readout than a universal upstream bottleneck 20260425041919000
- Thymus regeneration improves immune readouts but not yet lifespan evidence 20260425041751000
- Immune rejuvenation can improve systemic aging phenotypes via thymic or peripheral routes 20260425041629000
- Immune interventions can improve systemic aging phenotypes, but not always via thymic regeneration 20260425041447000
- Immune longevity candidate ranking: thymic involution first, readouts later 20260425041227000
- 优先寻找“可逆上游入口”而不是只看年龄读出 20260425041000000
- Thymic involution can be experimentally reversed to restore naive T-cell output in aged mice 20260425040945000
- Inflammaging 更应默认按 context-dependent readout 处理 20260425040831000
- Netrin-1 可作为老化骨髓 niche 的可逆上游杠杆 20260425040329000
- Blood-aging candidate ranking: HSC exhaustion over CHIP; cell competition as framework 20260425040156000
- 先把 cell competition 当作框架,而不是立刻当作靶点 20260425040109000
- 老化干预要先找反馈回路 20260425035910000
- Bone marrow niche rejuvenation can restore aged HSC fitness 20260425035840000
- 年龄相关克隆现象优先视为读出而非总瓶颈 20260425035640000
- CHIP 更适合作为 HSC aging 的读出而非单一上游瓶颈 20260425035624000
- CDKN2A-OSK 在皮肤创面中的 FOSL1/迁移信号更应默认按间接效应解释 20260425035159000
- CDKN2A-OSK 在人皮肤创面中的直接效应与微环境间接效应应分层判断 20260425034935000
- FOSL1 不能被当成 CDKN2A-OSK 直接驱动角质形成细胞迁移的证据 20260425034652000
- CDKN2A-OSK 在人皮肤伤口边缘更像编辑炎症/应激状态,而非直接的增殖开关 20260425034427000
- 重编程效应要拆成炎症编辑与增殖激活两条轴 20260425034206000
- partial reprogramming 在人皮肤修复中更像炎症/应激状态编辑,而非增殖开关 20260425034137000
- partial reprogramming 在皮肤修复中更像炎症/应激状态编辑 20260425033952000
- 把干预时窗对齐到修复亚阶段 20260425033646000
- human skin wound-healing roadmap cleanly separates acute-support and chronic-failure programs 20260425033600000
- 修复失败常是跨细胞协同失配 20260425033050000
- chronic wound failure programs clarify which senescence states are pathological 20260425033027000
- 先锁定同组织的阶段-细胞分辨图谱 20260425032914000
- acute skin wound healing contains distinct senescent subpopulations with opposite effects 20260425032856000
- acute cutaneous wound healing is a clear example of context-dependent senescence 20260425032612000
- senolysis 可能破坏有益的再生 niche 20260425032437000
- partial reprogramming can improve regeneration by remodeling the extrinsic niche 20260425032418000
- senolysis before OSK may remove a pro-reprogramming niche in some contexts 20260425032136000
- 同组织 senolytic 预处理后再做 OSK 的原始实验仍未检出 20260425031957000
- senolytic 预处理与 OSK 增效证据未检出 20260425031913000
- 体外与器官类系统中也未检出 senolytic→OSK 原始顺序实验 20260425031655000
- 另一单一组织中的 senolytic→OSK 顺序组合仍未检出 20260425031525000
- 组合干预必须同时对齐顺序、组织和读出 20260425031020000
- 顺序联合比单药 head-to-head 更有信息量 20260425030652000
- Topical ABT-263 treatment reduces aged skin senescence and improves subsequent wound healing 20260425030358000
- 皮肤 OSK vs ABT-263 参数对齐表(补全版) 20260425030211000
- 皮肤 OSK vs ABT-263 可执行参数表(反证版) 20260425025941000
- 反证式审稿的收敛规则:比较表只能在证据边界内下结论 20260425025750000
- OSK vs ABT-263 的对齐/不对齐清单(皮肤场景) 20260425025615000
- PMID 未命中时先回到题名和全文 20260425025540000
- Topical ABT-263 in aged mouse skin: original study and readouts 20260425025523000
- 路由匹配的对照实验比“同剂量”更关键 20260425023023000
- 比较干预时必须匹配给药路线 20260425022914000
- 无 head-to-head 就不要做路线优劣结论 20260425022753000
- OSK vs senolytic direct head-to-head remains sparse across tissues 20260425022737000
- 皮肤中 OSK vs ABT-263 的原始 head-to-head 未检到 20260425022429000
- 直接 head-to-head 证据与并列正例的判定边界 20260425022300000
- 同组织头对头证据比并列正例稀缺 20260425021819000
- 统一比较组织的选择原则:皮肤是当前可用候选面板 20260425021710000
- 先做同组织头对头,再谈路线优劣 20260425021502000
- 局部正例不能直接外推为长寿主路线代表性 20260425021446000
- 同一读出面板下比较长寿瓶颈候选的工程准则 20260425021221000
- 第二个长寿瓶颈候选的筛选原则 20260425021002000
- 重编程验证必须用三重读出 20260425020521000
- 单一衰老读出不够,必须配安全反证读出 20260425015958000
- 先锁定单一可验证瓶颈,再谈宏大目标 20260425015659000
- 先随机后穷举地压力测试判别协议 20260425015357000
- 三态判别协议的压力测试结果 20260425015339000
- 旧前缀+下一前缀联合生存刻画中性(small-case) 20260425014335000
- 旧前缀可替代嵌入不足以判别中性 20260425013950000
- 候选影响区不等于敏感区 20260425012422000
- 锚点固定后先局部化,再做单侧交换 20260425011113000
- 左侧一次相邻交换的切分判定复用模板 20260425005439000
- 先找切分点,再谈独立性 20260425002443000
- 局部化不等于可分解 20260424235814000
- Iter-4360dd15-0184-failure-left-split-overclaim 20260424235623000
- 锚定后交换只改一侧 20260424235519000
- 用 fresh marker 规范化 witness 20260424235110000
- 先定可判定窗口再谈可达性 20260424234936000
- 先把可判定条件和边界对齐 20260424234753000
- 先定语义再证充要 20260424234637000
- 先锁定支持集,再谈窗口可达性 20260424234434000
- 先做可达性穷举对账 20260424234150000
- 先证支持集,再谈窗口判定 20260424234005000
- 先证窗口等价,再谈判定完备性 20260424233824000
- 窗口语义要显式区分 20260424233737000
- 窗口语义要区分锚点距离与支持集包含 20260424233537000
- 先锁定操作索引再谈窗口 20260424233448000
- 交换必须受窗口约束 20260424233043000
- 纯插入与轻微重排要分开判 20260424232542000
- 先保骨架再谈编辑量 20260424232439000
- 先判定纠错类型再谈规则 20260424232347000
- Iter-4360dd15-0164-lesson-v2-rule-false-positives 20260424232336000
- 二层规则先看强度再看重叠 20260424232219000
- 重写判定要分层 20260424231903000
- 重写判定要用二层信号 20260424231655000
- 重写判定必须分层 20260424231556000
- 先定位实体,再抽规则 20260424231410000
- Iter-4360dd15-0159-lesson-rewrite-threshold-failure 20260424231322000
- 先验证模式,再封装判定 20260424231142000
- 先验证事实,再封装工具 20260424231044000
- 先拿到原始 XML 再做差分 20260424230933000
- 先取 XML 再谈差分 20260424230817000
- 先拿原文再做逐词 diff 20260424230659000
- 摘要不等于证据 20260424230541000
- 先拿到原文再判定改动 20260424230336000
- 先拿正文再判类型 20260424230205000
- 先抓正文再判定改动类型 20260424225933000
- Iter-4360dd15-0149-lesson-pmc4083033-not-insertion 20260424225824000
- 先锁定可验证候选,再做差分 20260424225616000
- 先锁定勘误页,再做最小差分 20260424225328000
- 先找确定样本再测分类器 20260424224859000
- 先做原句对齐再判定修正类型 20260424224634000
- 先锁定原句再做最小差分 20260424224537000
- 先固定原文再做差分 20260424224442000
- 先锁权威源再逐字对照 20260424223604000
- 先锁定权威源再逐字抽句 20260424222955000
- 先锁定权威源再逐字对照 20260424222844000
- 先抓原句边界再谈纠错范围 20260424222053000
- 先抓纠错点再补全文本 20260424221855000
- 先锁定原句,再做逐字差分 20260424221748000
- 先取原句,再判修订边界 20260424221550000
- 先拿原句再判修订边界 20260424221302000
- 先取原句再认修订 20260424221033000
- BOLERO-2 erratum exact abstract sentence and boundary of correction 20260424221021000
- 先锁定原文再做修订对照 20260424220853000
- 先判更正范围再定引用文本 20260424220712000
- 更正只改被点名的那一句 20260424220536000
- 先拿到更正全文再判断影响 20260424220425000
- 先锁书目信息,再查更正 20260424220217000
- 先锁主文再抽全字段 20260424220056000
- 找到主文后一次性抽全字段 20260424215932000
- 先锁定可读全文,再提取数值 20260424215754000
- 先抓可访问摘要再补全文闭环 20260424215304000
- 先用可访问二源闭环再碰受限原文 20260424215113000
- 题录线索也要做双源闭环 20260424214532000
- 先判定证据层级,再找精确 PMID 20260424214413000
- 亚组论文不能当原始试验 20260424214200000
- 别在记忆里绕圈,直接打原始证据 20260424214025000
- 先判研究类型,再谈是否相关 20260424213803000
- 优先走可解析的证据链 20260424213650000
- 先验明响应格式再写解析器 20260424213353000
- 先拿全量参考文献再分类 20260424212846000
- 先拿参考文献清单再做分类 20260424212541000
- 先抓参考文献,再做证据分层 20260424212326000
- Iter-4360dd15-0099-critic-mechanistic-vs-aging-trial 20260424212312000
- 别从落地页取证 20260424212107000
- 用可访问的镜像入口绕开 403 20260424211826000
- 先拿到可访问的全文入口 20260424211456000
- 先从综述参考链落到单个原始 PMID 20260424211152000
- 先从参考链锁定单个原始试验 20260424210848000
- 先从综述引用链提取唯一原始 PMID 20260424210659000
- 先锁定唯一 PMID 再判终点 20260424210407000
- 先锁定唯一引用再看终点 20260424210210000
- 先从综述引用链落到原始试验 20260424210023000
- 先从综述引用链下钻到原始试验 20260424205810000
- PMID 31761958 is skin-senescence endpoint, not longevity evidence 20260424205759000
- 先锁定原始试验再谈终点 20260424205610000
- 综述只负责引路 20260424205350000
- 先证终点,再谈长寿 20260424204906000
- 线索要尽快落到单个 PMID 20260424204736000
- 综述只能当入口,不能当证据 20260424204557000
- 先锁原始试验再谈长寿终点 20260424203542000
- PEARL trial is not direct longevity evidence 20260424203525000
- 先用终点语境判定是否真是长寿证据 20260424203253000
- 先最小化候选,再三字段补全 20260424203148000
- 先用注册库补关键字段 20260424203004000
- 先抽字段再分类 20260424202727000
- 先做摘要级字段抽取 20260424202425000
- 先确认研究类型再谈终点 20260424202124000
- 先抽字段再定规则 20260424201859000
- 先表格化再抽象规则 20260424201631000
- 先用现成抓取验证,再封装工具 20260424201421000
- 优先用可访问全文源替代出版社页 20260424201155000
- 绕开 PubMed HTML,优先用 PMC/Europe PMC 抽摘要 20260424200940000
- 先用题名证据锁定研究性质 20260424200615000
- 先确保可输出再做细化 20260424200233000
- 先拿原始候选表再分类 20260424200123000
- 边界术语先做例外判定 20260424195952000
- 先分类型再写表 20260424195838000
- 先定审计表再搜证 20260424195730000
- 先定原始性再逐条填表 20260424195602000
- 先判原始性再补 PMID 20260424195432000
- Longitudinal analysis is not an automatic exclusion in trial titles 20260424195414000
- 先用题名锁定原始性 20260424195244000
- 先定研究原始性再补 PMID 20260424194952000
- 先排除二次分析再做原始性归类 20260424194723000
- 先判定研究原始性再做保留表 20260424194535000
- 先把候选映射到具体研究类型 20260424194357000
- 先排除非原始研究 20260424194237000
- Iter-4360dd15-0049-crossref-candidate-overgeneration-critique 20260424194224000
- 先拿可读副本再抽取 20260424194120000
- 先确认可读副本再抽取 20260424193842000
- 先拿到可读副本再做抽取 20260424193558000
- PMID 38310895 access topology verified 20260424193545000
- 先绕过访问阻断再做抽取 20260424193149000
- 先拿到表,再做映射 20260424192851000
- 候选召回不能替代纳入判定 20260424192629000
- 候选召回不能代替纳入判定 20260424192437000
- 先用可机读引用链缩窄候选,再补全文表 20260424191824000
- Critique of Crossref trialish filtering for PMID 38310895 reference chain 20260424191745000
- 先拿引用数组再做精筛 20260424191630000
- 先用 Crossref 参考数组替代网页正文 20260424191122000
- 先找机器可读源 20260424190238000
- 先拿到可解析的参考文献源 20260424190005000
- 先沿参考文献链找可抓取入口 20260424185749000
- 先用可访问元数据逼近全文表格 20260424185413000
- 先锁具体入口,再谈全文 20260424185116000
- 先用题名+DOI锁入口 20260424184550000
- 先找可读镜像再抽表 20260424184205000
- 先锁定可读全文入口 20260424183902000
- 先绕开 403 再抽表 20260424183147000
- 先拿可访问全文入口 20260424182646000
- 先找可抓取全文入口 20260424182104000
- 先用可访问全文定位表格再抽取 20260424181640000
- 先用可访问入口锁定表格 20260424181027000
- 先找可访问的二级证据入口 20260424180750000
- 先拿到可访问全文表格 20260424180508000
- 先锁定可访问综述表格再补全缺口 20260424180159000
- 先用可访问综述骨架锁定缺口 20260424175843000
- 2024 rapamycin systematic review: abstract-level constraints and what remains missing 20260424175824000
- 先用可访问综述骨架再补缺项 20260424175603000
- 先锁定综述正文里的表,再追原始试验 20260424175236000
- 先用综述表做骨架再回填原始试验 20260424174951000
- 先把异质证据拆成逐试验清单 20260424174404000
- 先用可访问二级来源拼表 20260424174242000
- Iter-4360dd15-0004-critique-rapamycin-evidence 20260424174226000
- 先用摘要锁定,再补全文校验 20260424173853000
- 先抓人类试验证据表 20260424173558000
- 先选一条机制再读人类证据 20260424173249000
- 先压缩成最小状态机再验证 20260424171825000
- 先压缩再证伪 20260424171717000
- 先统计差值,再找模式 20260424171345000
- 先枚举再抽象 20260424171249000
- 先用枚举锁定可证规律 20260424171201000