Competition for priority harms the reliability of science, but reforms can help.
Leonid TiokhinMinhua YanThomas J H MorganPublished in: Nature human behaviour (2021)
Incentives for priority of discovery are hypothesized to harm scientific reliability. Here, we evaluate this hypothesis by developing an evolutionary agent-based model of a competitive scientific process. We find that rewarding priority of discovery causes populations to culturally evolve towards conducting research with smaller samples. This reduces research reliability and the information value of the average study. Increased start-up costs for setting up single studies and increased payoffs for secondary results (also known as scoop protection) attenuate the negative effects of competition. Furthermore, large rewards for negative results promote the evolution of smaller sample sizes. Our results confirm the logical coherence of scoop protection reforms at several journals. Our results also imply that reforms to increase scientific efficiency, such as rapid journal turnaround times, may produce collateral damage by incentivizing lower-quality research; in contrast, reforms that increase start-up costs, such as pre-registration and registered reports, may generate incentives for higher-quality research.
Keyphrases
- small molecule
- smoking cessation
- high throughput
- magnetic resonance
- public health
- oxidative stress
- quality improvement
- genome wide
- gene expression
- computed tomography
- randomized controlled trial
- health information
- dna methylation
- single cell
- electronic health record
- loop mediated isothermal amplification
- genetic diversity
- drug induced