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Serum deprivation is a likely contributor to intervertebral disc (IVD) degeneration (IVDD).17β-estradiol (E2) have been noted to protect nucleus pulposus cells (NPCs) against apoptosis. Autophagy and apoptosis play a paramount role in maintaining the homeostasis of IVD. So far, little research has been published on whether autophagy plays a role for the E2 mediated protection of NPCs. The aim of this...
Active learning aims to reduce manual labeling efforts by proactively selecting the most informative unlabeled instances to query. In real-world scenarios, it's often more practical to query a batch of instances rather than a single one at each iteration. To achieve this we need to keep not only the informativeness of the instances but also their diversity. Many heuristic methods have been proposed...
The need for short-text classification arises in many text mining applications particularly health care applications. In such applications shorter texts mean linguistic ambiguity limits the semantic expression, which in turns would make typical methods fail to capture the exact semantics of the scarce words. This is particularly true in health care domains when the text contains domain-specific or...
Evaluating the clinical similarities between pairwisepatients is a fundamental problem in healthcare informatics. Aproper patient similarity measure enables various downstreamapplications, such as cohort study and treatment comparative effectiveness research. One major carrier for conductingpatient similarity research is the Electronic Health Records(EHRs), which are usually heterogeneous, longitudinal,...
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