Tingyu Chen, Tiange Chen, Wenjie Xu, Shaoshan Liang, Feng Xu, Dandan Liang, Xiang Li, Caihong Zeng, Guotong Xie, Zhihong Liu
Development and external validation of a multidimensional deep learning model to dynamically predict kidney outcomes in IgA nephropathy
Clinical journal of the American Society of Nephrology : CJASN
review holds significant relevance timely june 2022 united states accreditation council graduate medical education acgme formally recognized interventional pulmonary medicine novel subspecialty unique fellowship training program pathway beyond pulmonary critical care medicine recognition stands culmination extensive efforts spanning decades aimed establishing specialized training program interventional pulmonary medicine beyond traditional pulmonary critical care fellowship united states globally apprenticeship models nonus programs ongoing efforts standardize training interventional pulmonary medicine underscores progressive evolution innovative nature inherent subspecialty signifying distinctive leap forward medical education practice calls inventive development training tools standardized educational delivery newly discovered insights recent literature review highlight methodologies procedural education innovative training approaches findings underscore significance standardized curriculum development within field well ongoing challenges identifying addressing future challenges integrating new technologies clinical education broadening educational scope trainees newly recognized subspecialty crucial enhancing competency implications moving toward standardized process creating new clinical pathways research adopting emerging minimally invasive technologies aim impact patient outcomes nonmalignant malignant thoracic diseases progressive shift redefining specialty moving beyond specific procedures pivoting towards distinct educational pathway transformation lead diverse comprehensive evidencebased driven patient care delivery