Mathematical modeler and statistics. Credit: Image is provided by the Anthro Illustrated project (https://anthroillustrated.com)
Current reforms to end the rat race between scientists can help; but are they enough?
Science is societys best method for understanding the world. Yet many scientists are unhappy with the way it works, and there are growing concerns that there is something broken in current scientific practice.
Many of the rules and procedures that are meant to promote innovative research are little more than historical precedents with little reason to suppose they encourage efficient or reliable discoveries. Worse, they can have perverse side-effects that harm both science and scientists. A well-known example is the general preference for positive over negative results, which creates a publication bias giving the false impression that certain effects exist, where in reality the dissenting evidence simply fails to be released.
Arizona State University researchers Thomas Morgan and Minhua Yan, working with ASU graduate Leonid Tiokhin, now at University of Technology Eindhoven in the Netherlands, have developed a new model, published this week in Nature Human Behaviour, to better understand the challenges facing the scientific process and how we can make it better. They focused on the priority rule: the tendency for the first scientist to document a finding to be disproportionately rewarded with prestige, prizes and career opportunities while those in second place get little to no recognition.
Many scientists have sleepless nights worrying about being scooped fearing that their work wont be considered novel enough for the highest-impact scientific journals because a different group working on the same topic manages to publish first. The priority rule has been around for centuries. In the 17th century, Isaac Newton and Gottfried Leibniz haggled over who invented calculus. And in the 19th century, Charles Darwin rushed to publish On the Origin of Species to avoid being scooped by Alfred Russel Wallace.
Rewarding priority is understandable and has some benefits. However, it comes at a cost, Tiokhin said. Rewards for priority may tempt scientists to sacrifice the quality of their research and cut corners.
The idea is that competition encourages scientists to work hard and efficiently, such that discoveries are made quickly, said Morgan, a research affiliate with theInstitute of Human Originsand associate professor with theSchool of Human Evolution and Social Change.But if everyone is working hard, and you need to come in first to be successful, then theres a temptation to cut corners to maximize your chances, even if it means the science suffers.
This is partly why some academic publishers, such as PLOS and eLife, now offer scoop protection, allowing researchers to publish findings identical to those already published within a certain timeframe. The problem is that science and publishers currently dont have a good idea about whether these reforms make sense.
To figure out how exactly the preference for priority affects science, and whether recent reforms offer any solution for its potential drawbacks, the collaborators developed an evolutionary agent-based model. This computer model simulates how a group of scientists investigate or abandon research questions, depending on their own results and the behavior of other scientists they compete against.The benefit of an evolutionary simulation is that we dont need to specify in advance how scientists behave. We just create a world in which success is rewarded, and we let selection figure out what kinds of behavior this favors, Morgan said. We can then vary what it means to successful for instance, whether or not its critical to come first and see how selection changes the behavior of scientists in response. We can also measure the benefit to society are scientists being efficient? Are their findings accurate? And so on.
The researchers found that a culture of excessive rewards for priority can have harmful effects. Among other things, it motivates scientists to conduct quick and dirty studies, so that they can be first to publish. This reduces the quality of their work and harms the reliability of science as a whole.
The model also suggests that scoop protection, as introduced by PLOS and eLife, works.
It reduces the temptation to rush the research and gives researchers more time to collect additional data, Tiokhin said. However, scoop protection is no panacea.
This is because scoop protection motivates some scientists to continue with a research line even after several results on that topic have been published, which reduces the total number of research questions the scientific community can address.
Scoop protection reforms in themselves, while helpful, are not sufficient to guarantee high-quality research or a reliable published literature. The model also shows that even with scoop protection, scientists will be tempted to run many small studies if new studies are cheap and easy to set up and the rewards for negative results are high. This suggests that measures that force scientists to invest more heavily in each study, such as asking scientists to preregister their studies or get their research plans criticized before they begin collecting data, can help.
We also learned that inefficiency in science is not always a bad thing. On the contrary inefficiencies force researchers to think twice before starting a new study, Tiokhin said.
Another option is to make large-scale data collection so straightforward that there is less incentive to skimp on data, alternatively, reviewers and journals could be more vigilant in looking out for underpowered studies with small sample sizes.
This project is an example of metascience, the use of the scientific method to study science itself.
It was a great pleasure to be part of this project. I got to use my modeling skills not only to make specific scientific discoveries, but also to shed light on how the scientific procedure itself should be designed to increase research quality and credibility. This benefits the whole scientific community and ultimately, the whole society, said Yan, a graduate student in the School of Human Evolution and Social Change.
Reference: Competition for priority harms the reliability of science, but reforms can help by Leonid Tiokhin, Minhua Yan and Thomas J. H. Morgan, 28 January 2021, Nature Human Behaviour.DOI: 10.1038/s41562-020-01040-1
Written by Julie Russ (ASU) and H.G.P van Appeven (Eindhoven University of Technology).
See original here:
Ending the Rat Race: How Evolution Can Change Science for the Better - SciTechDaily
- EvolutionM.net - Mitsubishi Lancer Evolution | Reviews, News ... [Last Updated On: June 12th, 2016] [Originally Added On: June 12th, 2016]
- Evolution - Wikipedia, the free encyclopedia [Last Updated On: June 19th, 2016] [Originally Added On: June 19th, 2016]
- Darwin's Theory Of Evolution [Last Updated On: June 22nd, 2016] [Originally Added On: June 22nd, 2016]
- Evolution - Conservapedia [Last Updated On: June 28th, 2016] [Originally Added On: June 28th, 2016]
- History of Evolution | Internet Encyclopedia of Philosophy [Last Updated On: June 28th, 2016] [Originally Added On: June 28th, 2016]
- Darwin's Theory Of Evolution [Last Updated On: June 28th, 2016] [Originally Added On: June 28th, 2016]
- Evolution - Simple English Wikipedia, the free encyclopedia [Last Updated On: June 29th, 2016] [Originally Added On: June 29th, 2016]
- Evolution (2001) - IMDb [Last Updated On: July 5th, 2016] [Originally Added On: July 5th, 2016]
- Introduction to Human Evolution | The Smithsonian Institution ... [Last Updated On: July 7th, 2016] [Originally Added On: July 7th, 2016]
- EvolutionM.net - Mitsubishi Lancer Evolution | Reviews, News ... [Last Updated On: July 12th, 2016] [Originally Added On: July 12th, 2016]
- Evolution - Biology-Online Dictionary [Last Updated On: July 12th, 2016] [Originally Added On: July 12th, 2016]
- Introduction to Human Evolution | The Smithsonian Institution ... [Last Updated On: July 12th, 2016] [Originally Added On: July 12th, 2016]
- Evolution - Bulbapedia, the community-driven Pokmon encyclopedia [Last Updated On: July 12th, 2016] [Originally Added On: July 12th, 2016]
- What is Evolution - explanation and definitions [Last Updated On: July 12th, 2016] [Originally Added On: July 12th, 2016]
- Apps/Evolution - GNOME Wiki! [Last Updated On: July 12th, 2016] [Originally Added On: July 12th, 2016]
- History of Evolution | Internet Encyclopedia of Philosophy [Last Updated On: July 12th, 2016] [Originally Added On: July 12th, 2016]
- Recent Articles | Evolution | The Scientist Magazine [Last Updated On: July 16th, 2016] [Originally Added On: July 16th, 2016]
- Evolution - The New York Times [Last Updated On: July 25th, 2016] [Originally Added On: July 25th, 2016]
- Evolution : Pictures , Videos, Breaking News [Last Updated On: August 2nd, 2016] [Originally Added On: August 2nd, 2016]
- Faculty & Staff - Biology | Biology | High Point University ... [Last Updated On: August 8th, 2016] [Originally Added On: August 8th, 2016]
- Evolution (software) - Wikipedia, the free encyclopedia [Last Updated On: September 2nd, 2016] [Originally Added On: September 2nd, 2016]
- Evolution | Answers in Genesis [Last Updated On: September 2nd, 2016] [Originally Added On: September 2nd, 2016]
- Evolution (2001) - Rotten Tomatoes [Last Updated On: September 18th, 2016] [Originally Added On: September 18th, 2016]
- Human evolution - Wikipedia, the free encyclopedia [Last Updated On: September 22nd, 2016] [Originally Added On: September 22nd, 2016]
- Evolution - Wikipedia [Last Updated On: October 20th, 2016] [Originally Added On: October 20th, 2016]
- MyEvolution // About Evolution [Last Updated On: December 9th, 2016] [Originally Added On: December 9th, 2016]
- Evolution of the Web [Last Updated On: December 10th, 2016] [Originally Added On: December 10th, 2016]
- Evolution | Pokmon Wiki | Fandom powered by Wikia [Last Updated On: January 14th, 2017] [Originally Added On: January 14th, 2017]
- Evolution - RationalWiki [Last Updated On: January 14th, 2017] [Originally Added On: January 14th, 2017]
- Tracking the Evolution of Student Success - Inside Higher Ed [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Ivanka Trump's Beauty Evolution, From 1998 to Today Watch - Us Weekly [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Lumpy, hairy, toe-like fossil could reveal the evolution of molluscs - The Guardian [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- USM Darwin Day: 'Genesis' a parallel to evolution - The Student Printz [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Cultural evolution and the mutilation of women - The Economist [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- How Evolution Alters Biological Invasions - ScienceBlog.com (blog) [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Psychonauts in the Rhombus of Ruin Feels Like an Evolution of Double Fine's Adventure Game Roots - UploadVR [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- The Evolution of Accessible Travel: 5 Podcast Takeaways - Skift [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Convergent Evolution: Why Some Plants Became Carnivorous - Science 2.0 [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- The Queer Evolution of Kristen Stewart - Advocate.com [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Gold's Gym Regina rebrands to become Evolution Fitness - Regina Leader-Post [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Late-night hosts on the evolution of Trump: 'Dickish to dictatorish' - The Guardian [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Exhibition charts 500 years of evolution of robots - Phys.Org [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Blockchain: Investment (R)Evolution For Developing Markets - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- See the Evolution of the Famed Porsche 911 in 7 Photos - WIRED [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- How evolution turned ordinary plants into ravenous meat-eaters - Wired.co.uk [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Are Evolution Fresh Drinks 'Poison'? - snopes.com [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- The Evolution and Maturation of HPC in the Enterprise - CIO [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- From Whoa to 'Wick:' The Evolution of Keanu Reeves - Film School Rejects [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- 'Goldilocks' genes that tell the tale of human evolution hold clues to variety of diseases - Science Daily [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- London exhibition charts 500 years of evolution of robots - Chicago Sun-Times [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Chimpanzee feet allow scientists a new grasp on human foot ... - Science Daily [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- 'Evolution To Revolution' As New York Fashion Week Gets Political - NPR [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Orangutan squeaks reveal language evolution, says study - BBC ... - BBC News [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Deeper origin of gill evolution suggests 'active lifestyle' link in early ... - Science Daily [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Horse evolution bucks evolutionary theory - Science News [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- From Tara Palmer-Tomkinson to Cara Delevingne: the evolution of the It girl - The Guardian [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Evolution gives rhyme its reason - Aurora News Register [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Evolution of in-car audio tech moving at 'speed of sound' - Times of India [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Scientists solve fish evolution mystery - Phys.Org [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- The Difference Between Healthy Love & Unhealthy Love - Collective Evolution [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- This Woman Was Raped & Forgave Him, So They Did A Ted Talk Together - Collective Evolution [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- A primer on Darwin Day: Some religious groups embrace 'Theistic evolution' - LancasterOnline [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Pokmon Go Eevee evolution: How to evolve Eevee into Vaporeon, Jolteon and Flareon with new names - Eurogamer.net [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Evolution of baseball from power to speed has left SBs behind - Chicago Sun-Times [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- More order with less judgment: An optimal theory of the evolution of cooperation - Science Daily [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- How the horse can help us answer one of evolution's biggest questions - Raw Story [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- China Is Now The World's Largest Producer of Solar Power ... - Collective Evolution [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Community Viewpoint: Evolution, like gravity, is much more than theory it is a fact - Kdminer [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- See the Evolution of Movie Magic With Every Oscar Winner for ... - Gizmodo [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How the horse can help us answer one of evolution's biggest questions - Phys.Org [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How evolution alters biological invasions - Phys.Org [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- The Evolution of Valentine's Day - Inside Science News Service [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Why evolution may be tech billionaires' biggest enemy - The Week Magazine [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Russell Westbrook is leading an evolution in NBA rebounding - Washington Post [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Eye Evolution: A Closer Look - Discovery Institute [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- How evolution alters biological invasions -- ScienceDaily - Science Daily [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Evolution always wins: University of Idaho video game uses mutating aliens to teach science concepts - The Spokesman-Review [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Geneticists track the evolution of parenting - Phys.Org [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- How this cockeyed squid shines a light on deep sea evolution - Christian Science Monitor [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Cockeyed squid shines light on deep sea evolution - Christian Science Monitor [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]