4.6 Article

Principal investigators over-optimistically forecast scientific and operational outcomes for clinical trials

期刊

PLOS ONE
卷 17, 期 2, 页码 -

出版社

PUBLIC LIBRARY SCIENCE
DOI: 10.1371/journal.pone.0262862

关键词

-

资金

  1. Canadian Institute of Health Research [EOG 201303]

向作者/读者索取更多资源

Principal investigators (PIs) often overestimate the positivity, recruitment, and timely completion of their own clinical trials. Their predictive skill for primary outcomes is slightly worse than uninformative predictions, and even worse for recruitment and timeline predictions. PIs show poor calibration for primary outcome, recruitment, and timelines, but have modest discrimination in predicting positive trial outcomes.
Objective To assess the accuracy of principal investigators' (Pis) predictions about three events for their own clinical trials: positivity on trial primary outcomes, successful recruitment and timely trial completion. Study design and setting A short, electronic survey was used to elicit subjective probabilities within seven months of trial registration. When trial results became available, prediction skill was calculated using Brier scores (BS) and compared against uninformative prediction (i.e. predicting 50% all of the time). Results 740 Pls returned surveys (16.7% response rate). Predictions on all three events tended to exceed observed event frequency. Averaged PI skill did not surpass uninformative predictions (e.g., BS = 0.25) for primary outcomes (BS = 0.25, 95% CI 0.20, 0.30) and were significantly worse for recruitment and timeline predictions (BS 0.38, 95% CI 0.33, 0.42; BS = 0.52, 95% CI 0.50, 0.55, respectively). PIs showed poor calibration for primary outcome, recruitment, and timelines (calibration index = 0.064, 0.150 and 0.406, respectively), modest discrimination in primary outcome predictions (AUC = 0.76, 95% CI 0.65, 0.85) but minimal discrimination in the other two outcomes (AUC = 0.64, 95% CI 0.57, 0.70; and 0.55, 95% CI 0.47, 0.62, respectively). Conclusion PIs showed overconfidence in favorable outcomes and exhibited limited skill in predicting scientific or operational outcomes for their own trials. They nevertheless showed modest ability to discriminate between positive and non-positive trial outcomes. Low survey response rates may limit generalizability.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.6
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据