ABSTRACT
Over the last few years, the research fields of intelligent learning systems have been improving the process of learning systems. Smart Tutoring System-(STS) applications have been used in e-learning. The results signify the importance of the learner's engagement in customizing a model. The design outcomes of this IoT-based personalized learning system purely work on the audience's learning requirements, their keyword search, their learning experience levels, proficiency level of subjects, and the type of the course being taught. Students spent an average of 25.67 h accessing textual materials weekly, 27.4 h accessing video assets weekly, and similarly 6.5 h accessing visual learning materials. The research analysis part concludes participants' percentage of learning as per evaluations assessment, which increases whenever the outcome analysis comes with Case-Based Reasoning classifiers-CBR based search model. The findings displayed significant differences before and after learning case by case for every learner as per chosen topic and quiz assessments: 42.57% of the students responded before learning the first question assessments whereas 74.82%, of the students responded, after completion of learning from online resources based on their choice with CBR. Recommendation Model Analysis discussed root means square error-RMSE lies from 10% to 20% for 550 students group size. The RMSE result is 24% for a size of 1600, which is low performance compared to other group sizes. This study focuses on the STS recommendation model for the slow learner group to identify required learning from various online resources.
ABSTRACT
BACKGROUND: Extranodal natural killer/T-cell lymphoma, nasal type (ENKTL) is an aggressive lymphoma with a very low incidence in western populations. OBJECTIVE: To review the clinicopathological features and outcome of a multicentre series of ENKTL in Spain. MATERIALS & METHODS: A multicentre retrospective study was performed based on cases of ENKTL, collected from 1995 to 2004, from 12 dermatology departments included in the Spanish Lymphoma Study Group. The clinical, histopathological, and evolutive features of all these cases were reviewed. RESULTS: Eighteen patients (three male, 15 female) with median age of 67 years were included in the study. The onset of lesions occurred in the nasal region in 11 patients and on the skin outside this region in the remaining cases. The observed lesions were clinically heterogeneous, corresponding to papules, plaques, and nodules, with or without ulceration. All patients except four received different polychemotherapy regimens, either alone (n = 11) or in combination with radiotherapy (n = 4). After a variable follow-up period (1-36 months), only two patients remained alive. One patient was recently diagnosed (four months ago) with ENKTL in the nasal region and the other presented with skin-limited disease. The median overall survival was 9.5 months. CONCLUSIONS: The results of this retrospective survey confirm that ENKTL is a rare subtype of lymphoma in the Spanish population. All patients showed an aggressive clinical course and poor prognosis, regardless of the initial clinical presentation. Prospective data on larger series of patients treated homogenously are needed to establish the best treatment modality.
