Matt Neve, Nayanee Henry-Noel, Rajin Mehta, Maureen Trudeau, Ines Menjak, Ewa Szumacher
Development and Testing of an Adjuvant Radiotherapy Decision Aid for Older Women Diagnosed with Stage I Breast Cancer: A Pilot Study
Cureus
unknown forever chemicals like per polyfluoroalkyl substances pfass difficult identify current platforms designed metabolites natural products cannot capture diverse structural characteristics pfas report automatic pfas identification platform appid screens pfas environmental samples using enhanced molecular network identifies unknown pfas structures using machine learning networking algorithm enhances characteristic fragment matches lower falsepositive rate 07 current algorithms 24 46 support vector machine model identified unknown pfas test set 583 accuracy surpassing current software appid detected 733 pfass real fluorochemical wastewater 39 previously unreported environmental media retrospective screening 126 pfass public data repository 20 countries show pfas substitutes prevalent worldwide