IFIH1 and interstitial lung disease: To the best of our knowledge, this is the largest retrospective multicenter study to investigate the risk factors for 3-month mortality and to explore 6 ML models for comprehensive predictive analyses on anti-MDA5+DM-ILD cohorts in China.