not in IPF patients yet, and no human trials for IPF use have been scheduled . Stem cell therapies for IPF are an area of research. A machine learning algorithm has been proposed that discovers subtle patterns in individual history of medical encounters to reliably estimate the risk of a future IPF diagnosis, up to four years before current medical practice. The algorithm outputs a score (ZCoR) using medical history on file with no new tests, and might be deployable as a universal IPF screening tool in primary care. ZCoR has been trained and validated on nearly 3 million patients across multiple databases, achieving high predictive performance in out-of-sample data (positive likelihood ratio > 30 with 99% specificity). The authors conclude that past respiratory disorders maximally contribute to IPF risk, followed by known IPF comorbidities, metabolic diseases, cardiovascular abnormalities, and diseases of the eye, with the overall pattern of the importance ranking substantially invariant across the sexes. References External links Respiratory diseases principally affecting the interstitium Idiopathic diseases Wikipedia medicine articles ready to translate