Diagnosis of Breast Cancer Pathology on the Wisconsin Dataset with the Help of Data Mining Classification and Clustering Techniques.

Breast cancer must be addressed by a multidisciplinary team aiming at the patient's comprehensive treatment. Recent advances in science make it possible to evaluate tumor staging and point out the specific treatment. However, these advances must be combined with the availability of resources and the easy operability of the technique. This study is aimed at distinguishing and classifying benign and malignant cells, which are tumor types, from the data on the Wisconsin Diagnostic Breast Cancer (WDBC) dataset by applying data mining classification and clustering techniques with the help of the Weka tool. In addition, various algorithms and techniques used in data mining were measured with success percentages, and the most successful ones on the dataset were determined and compared with each other.

Prevalence of low vitamin D levels in patients with Hidradenitis suppurativa in Jordan: A comparative cross-sectional study.

Hidradenitis suppurativa (HS) is a chronic inflammatory disease of the apocrine gland bearing skin, presenting various stages of flexural skin pain, erythema, painful nodules, abscesses, sinuses, and fistulas. We aimed to assess serum vitamin D levels in patients with (HS) in Jordan. a cross-sectional comparative study conducted among 110 patients with HS and 110 matched controls, who didn't previously receive vitamin D therapy. Serum vitamin D was measured and classified into normal (>30 ng/ml), insufficient (20-30 ng/ml), and low (<20 ng/ml). The mean age of the cases was 43.1 ± 12.9 years and the mean disease duration was 19.4 months. The mean body mass index among patients with HS was 30 and about 34% of them were smokers. The mean Vitamin D level was 8.4 ng/ml and all HS patients were vitamin D deficient. Patients of HS were more likely to have vitamin D deficiency compared to healthy controls. Most of the study subjects and particularly all of the patients with HS have low vitamin D levels. Smoking and high BMI, were associated with HS. We suggest the implementation standard public dietary recommendations of Vitamin D supplementation, smoking cessation, and weight reduction behaviors with further assessment of disease course among HS patients.

Impact of COVID-19 on medical students' mental wellbeing in Jordan.

COVID-19 has spread throughout the world and has resulted in significant morbidity, mortality, and negative psychological impact. This prospective cross-sectional study is exploring the effect of the pandemic on mental health of medical students. The study was conducted at six Jordanian medical schools using an online survey to collect students' socio-demographic and academic data. Assessment of mental wellbeing status was done using Kessler's psychological stress scale (K10); the impact of COVID-19 on life activities and strategies followed to manage the situation were also examined. A total of 553 medical students were recruited for the study. Men constituted 40.1%, and women were 59.9%. Students reported that COVID-19 has affected the aspects of physical fitness (73.1%), study (68.4%), and social relationships (65.6%) the most. Sixty-six percent of the students were concerned about family members' affection, and more than half (58.4%) explained their concerns about the inability to get clinical sessions and labs. Cooking, baking, and hobby practicing were the most popular methods to improve their mental wellbeing. About half of the participants had a severe mental disorder, and only 13.2% were likely to be well. The study indicates that half of our medical students suffer severe mental disorders, with physical fitness, exercise, and studying being among the most affected aspects during the COVID 19 pandemic. It is recommended that measures need be taken to alleviate students' stress, which might have deleterious effects in many aspects.

Factors influencing sleep quality among Jordanian intensive care patients.

Sleep disturbance is common in patients in the intensive care unit (ICU). Numerous factors can contribute to this. High noise and light levels, nursing interventions and medication administration are major factors. This study investigated the demographic and environmental factors that might adversely affect ICU patients' quality of sleep. Data were collected from 103 patients using a demographic data sheet, the Freedman Quality of Sleep Scale and the Richards-Campbell Sleep Scale. Patients' demographic characteristics were found to have no significant effects on their perceived quality of sleep. Environmental factors, including noise, light, nursing interventions, diagnostic testing, the administration of medication, talking and phones ringing, were significantly related to the patients' perceived quality of sleep.