Publications by authors named "Lingjie Lin"
Aim: To investigate a pioneering framework for the segmentation of meibomian glands (MGs), using limited annotations to reduce the workload on ophthalmologists and enhance the efficiency of clinical diagnosis.
Methods: Totally 203 infrared meibomian images from 138 patients with dry eye disease, accompanied by corresponding annotations, were gathered for the study. A rectified scribble-supervised gland segmentation (RSSGS) model, incorporating temporal ensemble prediction, uncertainty estimation, and a transformation equivariance constraint, was introduced to address constraints imposed by limited supervision information inherent in scribble annotations.
Article Synopsis
- - The study aimed to identify risk factors for iatrogenic withdrawal syndrome in pediatric intensive care units (PICUs) and create a ROC curve for its diagnosis.
- - Data from 104 pediatric patients who received sedative and analgesic medications were analyzed, finding a 45.19% incidence of withdrawal, with the average daily dose of fentanyl identified as a significant risk factor.
- - The ROC curve showed an area under the curve of 0.711, indicating moderate diagnostic capability with a sensitivity of 73.7% and specificity of 61.7%.