This study evaluated diaphragm thickness (DT) measured by ultrasound as a predictor of successful weaning from mechanical ventilation, compared to the rapid shallow breathing index (RSBI). 78 COPD patients undergoing ventilation were assessed with ultrasound during a spontaneous breathing trial to measure DT changes. A DT over 40% was highly accurate in predicting successful weaning, with sensitivity of 88% and specificity of 92%. RSBI under 105 was also found to be highly accurate in predicting success. The study concluded that DT assessed by ultrasound is an excellent predictor of weaning outcome in COPD patients.