When Adam Day ran his company’s Papermill Alarm software on the 5.7 million papers published in 2022 in the OpenAlex database, he found a disturbing number of potentially fake papers – especially in biology, medicine, computer science, chemistry and materials science. The Papermill Alarm flags papers that contain textual similarities to known fakes.