We present an effective multifaceted system for exploratory analysis of highly heterogeneous document collections. Our system is based on intelligently tagging individual documents in a purely automated fashion and exploiting these tags in a powerful faceted browsing framework. Tagging strategies employed include both unsupervised and supervised approaches based on machine learning and natural language processing. As one of our key tagging strategies, we introduce the KERA algorithm (Keyword Extraction for Reports and Articles). KERA extracts topic-representative terms from individual documents in a purely unsupervised fashion and is revealed to be significantly more effective than state-of-the-art methods. Finally, we evaluate our system in its ability to help users locate documents pertaining to military critical technologies buried deep in a large heterogeneous sea of information.
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Purpose:To compare the recurrence rates after pterygium surgery performed by supervised trainee residents and attending physicians.Methods:This retrospective study included pterygium surgeries performed by trainee residents and attending physicians in an academic institution in South Texas in the years 2008 to 2019. All residents performed surgeries under direct supervision of an attending physician. Only primary pterygium cases with a minimum postoperative follow-up of 6 months were included. Patients' demographics, primary surgeon, use of conjunctival autograft (CAU) or amniotic membrane graft (AMG), recurrence of pterygium, follow-up length, and complications were recorded.Results:This study included 240 eyes of 229 patients with a mean age of 55.6 ± 12.3 years (range, 28–91 years). Of these eyes, 100 surgeries were performed by attending physicians (including 87 with CAU and 13 with AMG) and 140 surgeries by trainee residents (including 119 with CAU and 21 with AMG). There were no significant differences between the 2 groups of patients regarding age, sex, and surgical technique (CAU vs. AMG). Patients were followed up for an average of 19.8 ± 15.2 months. No statistically significant differences were found in comparing the rate of pterygium recurrence between attending physicians and residents when using CAU (6.8% vs. 10.0%, respectively; P = 0.42) and AMG (69.2% vs. 47.6%, respectively; P = 0.22). Moreover, there were no significant differences in other postoperative complications between the groups.Conclusions:Pterygium recurrence rates were similar between attending physicians and supervised trainee residents. Thus, acceptable outcomes can be expected when pterygium surgery is performed by a supervised ophthalmology resident.
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