A study in Scientific Reports shows that autumn temperatures, winter water levels, and mute swan presence can help predict bird flu in Europe. Using a computer model trained on data from 2006 to 2021, scientists accurately forecasted risks for 2022 to 2023, aiding early detection and better bird flu monitoring to protect animals and humans.