Generative approach to research integrity

It's been a bad few weeks for public perceptions of research integrity, as multiple cases at elite universities have received wide news coverage. Francesca Gino, a scientist at Harvard University, is in a legal dispute over whether data in newly retracted papers about dishonesty were manipulated; she is now suing Harvard and the researchers who surfaced the alleged problems. Likewise, Duke University is investigating published work by scientist Daniel Ariely. Johns Hopkins University may initiate an investigation of research misconduct by Nobel laureate Gregg Semenza. And most prominently, the president of Stanford University, Marc Tessier-Lavigne, recently resigned after the institution's report determined that the "culture" in his laboratory contributed to manipulation of results.