Chuang Zachary, Martin Janet, Shapiro Jordan, Nguyen Derek, Neocleous Penelope, Jones Philip M
Schulich School of Medicine & Dentistry, University of Western Ontario, London, ON, Canada.
Schulich School of Medicine & Dentistry, University of Western Ontario, London, ON, Canada; Department of Anesthesia & Perioperative Medicine, University of Western Ontario, London, ON, Canada; Department of Epidemiology & Biostatistics, University of Western Ontario, London, ON, Canada.
Br J Anaesth. 2023 Apr;130(4):412-420. doi: 10.1016/j.bja.2022.11.001. Epub 2022 Dec 8.
Reproducibility of research is poor; this may be because many articles report statistically significant findings that are false positives. Two potential solutions are to lower the P-value for statistical significance testing from 0.05 to 0.005 and to report the minimum false-positive risk (minFPR). This study determined these metrics for randomised controlled trials (RCTs) in general anaesthesiology journals.
We identified superiority RCTs published between January 1, 2019 and March 15, 2021 from seven leading anaesthesia journals. P-values for primary outcomes were collected, and minFPRs for these outcomes were calculated using a formula assuming a 50% prior probability of an intervention being effective (minFPR). The primary outcomes were the percentage of RCTs maintaining statistical significance at P<0.005 and minFPR.
We included 318 RCTs. P-values below 0.05 were reported in 205/318 (64%) of RCTs. Of these 205 RCTs, 119/205 (58%) maintained statistical significance at the P<0.005 threshold. The mean (standard deviation) minFPR was 22% (20). At P=0.005, the minFPR was approximately 5%.
These proposed metrics aimed at mitigating reproducibility concerns would call a significant portion of the anaesthesiology literature into question. We found a minFPR of 22% and determined that 42% of primary outcomes would not maintain statistical significance if the P-value threshold changed from 0.05 to 0.005. These findings could partially explain the lack of reproducibility of research findings.
研究的可重复性较差;这可能是因为许多文章报告的具有统计学意义的结果是假阳性。两种潜在的解决方案是将统计显著性检验的P值从0.05降低到0.005,并报告最小假阳性风险(minFPR)。本研究确定了普通麻醉学期刊中随机对照试验(RCT)的这些指标。
我们从七本领先的麻醉学杂志中识别出2019年1月1日至2021年3月15日期间发表的优效性RCT。收集主要结局的P值,并使用假设干预有效概率为50%的公式计算这些结局的minFPR。主要结局是在P<0.005时保持统计学显著性的RCT百分比和minFPR。
我们纳入了318项RCT。205/318(64%)的RCT报告了低于0.05的P值。在这205项RCT中,119/205(58%)在P<0.005阈值时保持统计学显著性。平均(标准差)minFPR为22%(20)。在P=0.005时,minFPR约为5%。
这些旨在减轻对可重复性担忧的提议指标会使很大一部分麻醉学文献受到质疑。我们发现minFPR为22%,并确定如果P值阈值从0.05变为0.005,42%的主要结局将无法保持统计学显著性。这些发现可以部分解释研究结果缺乏可重复性的原因。