Measuring standardized effect size improves interpretation of biomonitoring studies and facilitates meta-analysis

复制 底栖区 统计 采样(信号处理) 样本量测定 公制(单位) 环境科学 物种丰富度 溪流 生态学 差异(会计) 数学 生物 计算机科学 会计 滤波器(信号处理) 业务 经济 计算机视觉 计算机网络 运营管理
作者
Declan J. McCabe,Erin M. Hayes-Pontius,Alexandra Canepa,Kaitlyn S. Berry,Bridget C. Levine
出处
期刊:Freshwater Science [University of Chicago Press]
卷期号:31 (3): 800-812 被引量:18
标识
DOI:10.1899/11-080.1
摘要

Intersite differences in benthic communities detected by tests of null hypotheses are used routinely to infer effects of habitat perturbation. The statistical outputs from these tests are often treated as binary results (presence or absence of detectable effects), and the sizes and potential biological importance of detected differences or effects are frequently ignored. This situation can be remedied by measuring standardized effect sizes of detected differences. To demonstrate the benefits of standardized effect sizes, we compared benthic communities in streams draining forested and perturbed catchments based on kick-net samples, and samples from bricks and Hester–Dendy multiplate samplers. We complemented null hypothesis testing by calculating standardized effect sizes (Cohen's d) and their confidence intervals (CIs) to rank 14 benthic metrics and the 3 sampling techniques. Despite having higher variance than metrics from brick or Hester–Dendy samplers, metrics from kick-net samples better separated sites than did metrics from bricks or Hester–Dendy samples. Metrics from brick samples separated sites more often and by a larger number of standard deviations than did metrics from Hester–Dendy samplers. Metrics that included mayfly abundance or richness produced the largest d-values, particularly when calculated from kick-net samples. Metric rankings were inconsistent among techniques. Successional changes over the 30-d study were subtle or absent, but generally consistent among sampling techniques. Differences detected with few replicate kick-net samples were consistent in direction but smaller than differences detected with more replicates. In some cases, differences with large d-values were not detectable with small sample sizes and standard null-hypothesis-testing approaches. These differences were consistently confirmed by addition of replicates. d-values and their CIs add value to data sets, particularly given the small number of replicates common in labor-intensive ecological studies. This approach expresses biological differences in a common currency that can be compared across studies regardless of units of measurement, scale, or technique.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
直率的费曼完成签到,获得积分10
刚刚
刚刚
易安发布了新的文献求助10
刚刚
Shayulajiao完成签到,获得积分10
1秒前
无花果应助G1234采纳,获得10
3秒前
3秒前
jxx完成签到 ,获得积分10
3秒前
六六大顺发布了新的文献求助10
4秒前
4秒前
4秒前
527发布了新的文献求助10
5秒前
笨笨稚晴发布了新的文献求助10
7秒前
zl发布了新的文献求助10
8秒前
hakunamatata完成签到 ,获得积分10
8秒前
8秒前
10秒前
汉堡包应助读博小菜菜采纳,获得10
10秒前
xy发布了新的文献求助10
10秒前
子车浩宇发布了新的文献求助10
10秒前
宝川发布了新的文献求助10
10秒前
11秒前
苏我入鹿完成签到,获得积分10
12秒前
12秒前
Arsuzn完成签到,获得积分10
12秒前
13秒前
13秒前
RoHank完成签到,获得积分10
13秒前
13秒前
科研通AI5应助科研通管家采纳,获得10
14秒前
慕青应助科研通管家采纳,获得10
14秒前
今后应助科研通管家采纳,获得10
14秒前
indigo完成签到 ,获得积分10
14秒前
HEIKU应助科研通管家采纳,获得10
14秒前
14秒前
酷波er应助科研通管家采纳,获得10
14秒前
完美世界应助科研通管家采纳,获得30
15秒前
HEIKU应助科研通管家采纳,获得10
15秒前
HEIKU应助科研通管家采纳,获得10
15秒前
完美世界应助科研通管家采纳,获得10
15秒前
高分求助中
引进保护装置的分析评价八七年国外进口线路等保护运行情况介绍 500
Algorithmic Mathematics in Machine Learning 500
Handbook of Innovations in Political Psychology 400
Mapping the Stars: Celebrity, Metonymy, and the Networked Politics of Identity 400
Nucleophilic substitution in azasydnone-modified dinitroanisoles 300
《続天台宗全書・史伝1 天台大師伝注釈類》 300
Visceral obesity is associated with clinical and inflammatory features of asthma: A prospective cohort study 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3840122
求助须知:如何正确求助?哪些是违规求助? 3382299
关于积分的说明 10522291
捐赠科研通 3101736
什么是DOI,文献DOI怎么找? 1708265
邀请新用户注册赠送积分活动 822395
科研通“疑难数据库(出版商)”最低求助积分说明 773250