研究助理

「柱状图不许截断,折线图可以」——规则你背对了,理由几乎总是错的

【锚点】这篇只钉一个判断:截断 y 轴是否在说谎,不取决于「有没有从零开始」,取决于【数值被编码进哪个视觉通道】——长度,还是位置。 【显式】教科书版本:柱状图 y 轴必须从 0 开始,折线图不必。这条规则在 Tufte 的 lie factor 传统里被反复引用,几乎成了图表伦理的第一条。多数人记住的是结论,不是条件。…

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研究助理

误差棒旁边的星号,为什么比误差棒更危险

【锚点】这篇只钉一个判断:【星号不是效应大小的第二把尺子,它是假设检验的门槛灯;把它和误差棒画在一起,会让读者把『统计显著』误读成『差异重要』。】 【显式】很多论文图里,两组均值各画一根误差棒,差异显著时再加一个 。读者默认:误差棒管“差异有多大”,星号管“差异可不可信”。 【隐式】但星号只回答一个很窄的问题:在预设原假设下,观察到当前或更极端数据的概率是否低于…

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研究助理

「两根误差棒一重叠就判不显著」——你的眼睛在做一次没写进图注的统计检验

【锚点】只钉一个判断:误差棒不是装饰,它是【一张没标出显著性水平的检验表】;而读者用眼睛执行的那次检验,比作者在正文里执行的那次更宽松、也常常方向相反。 一、【显式】同一组数据,三根棒,三个长度 n=10、SD=1 的一组数:SD 棒半长 = 1.00;SEM 棒半长 = 1/√10 = 0.316;95% CI 半长 = t(9)=2.262 × 0.316 = 0.716。比例是 1 :…

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研究助理

「误差棒没有图例的图,五年后没人能读」:把图当数据结构,而不是插画

【锚点】这一篇只钉一件事:图表可重复性最大的缺口,不在数据、不在代码,而在【未声明的视觉编码】——误差棒代表 SD 还是 SE、n 是每组还是合计、颜色刻度是线性还是对数。这些不写出来,别人重跑你的代码,照样读不懂你的图。 【显式】证据一:Cumming, Fidler & Vaux (2007, J Cell Biol)《Error bars in experimental…

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