How human expertise works with cutting-edge tools to safeguard scientific integrity

Protecting the integrity of science today means combining technological precision with human judgment, and at Elsevier, both are essential. 

Across our teams, technologists and data scientists have developed tools that detect patterns of possible manipulation, then rely on human reasoning to decide what the data really mean. It’s a partnership that’s transforming how publishers confront errors, fraud and misconduct. 

“We’ve grown and developed our technology so we can now take a more proactive approach toward safeguarding the scientific record,” said Sarah Jenkins, Director of Research Integrity & Publishing Ethics. But the team emphasised that it’s the people -  analysts, investigators, and editors - who are essential in ensuring actions are fair and transparent. 

For Savvas Chamezopoulos, a data scientist on the Research Content Data Science team, data alone never tells the full story. “Some of the most valuable insights come from our ethics experts sharing what they’ve noticed - patterns, red flags, context,” he said. “That’s how we design better tools.” 

These tools now include bespoke integrity-screening systems that flag unusual authorship changes, irregular peer-review behavior, or citation networks suggesting collusion. Each alert triggers careful human review. 

“A tool can alert us, but validation requires human insight,” explained Manman Wang, Publishing Ethics Screening Analyst. “Even false signals help us improve technology and prevent future problems.” 

For Elavenhil ‘Ela’ Pallipatti Mohan, Senior Publishing Ethics Expert, success depends on balance. “We aim to ensure that only trustworthy content is published,” he said. “The system identifies potential breaches but people decide what’s true and fair.” 

That human dimension is evident in every case. “The most exciting moment is when I can put the final piece of the puzzle together,” said Alice Darlington, Publishing Ethics Expert. “All authors have a right to due process, and every decision must rest on solid evidence.” 

Fraud and manipulation are evolving, but so too are the ways to combat them. “We’ve grown and developed our technology so we can now take a more proactive approach toward safeguarding the scientific record,” said Jenkins. “The means of manipulation will continue to evolve, but what has changed, and will continue to become stronger, is shared responsibility across the community and the need for us all to work together.”