COVID-19 Outbreak Forecasting Based on Vaccine Rates and Tweets Classification.

The spread of COVID-19 has affected more than 200 countries and has caused serious public health concerns. The infected cases are on the increase despite the effectiveness of the vaccines. An efficient and quick surveillance system for COVID-19 can help healthcare decision-makers to contain the virus spread. In this study, we developed a novel framework using machine learning (ML) models capable of detecting COVID-19 accurately at an early stage. To estimate the risks, many models use social networking sites (SNSs) in tracking the disease outbreak. Twitter is one of the SNSs that is widely used to create an efficient resource for disease real-time analysis and can provide an early warning for health officials. We introduced a pipeline framework of outbreak prediction that incorporates a first-step hybrid method of word embedding for tweet classification. In the second step, we considered the classified tweets with external features such as vaccine rate associated with infected cases passed to machine learning algorithms for daily predictions. Thus, we applied different machine learning models such as the SVM, RF, and LR for classification and the LSTM, Prophet, and SVR for prediction. For the hybrid word embedding techniques, we applied TF-IDF, FastText, and Glove and a combination of the three features to enhance the classification. Furthermore, to improve the forecast performance, we incorporated vaccine data as input together with tweets and confirmed cases. The models' performance is more than 80% accurate, which shows the reliability of the proposed study.

Assessment of premature ventricular beats in athletes.

INTRODUCTION: Premature ventricular complexes (PVC) are generally considered as a benign electrocardiographic abnormality in the athletic population. However it may be indicative of underlying heart disease which may increase the risk of sudden death. This implies the need for cardiological evaluation before indicating the ability to practice competitive sports. AIM: The aim of this study was to evaluate an athlete population with PVC and establish underlying etiologies in order to take a decision regarding practicing sports. METHODS: This is a prospective study which included athletes examined in the Tunisian National Centre of Sports Medicine and Sports Science (TNCSM) from January 2013 to June 2015 who presented PVC on an electrocardiogram. RESULTS: Five thousand seven hundred and ninety eight athletes were referred to the TNCSM. We identified 42 athletes having PVC with a prevalence of 1.8%. The average age of the study population was 21.6±5.99 years. 83% were men. 88% were asymptomatic. The electrocardiogram was considered normal in 62% of the athletes according to the Seattle criteria. At the Holter monitoring, the average number of PVC was 920 PVC/24hours. Thirteen athletes had doublets and 11 had triplets. One patient had polymorphic PVC and an R/T phenomenon. The transthoracic echocardiography (TTE) was normal in 71% of cases. Three athletes had hypertrophic cardiomyopathy (HCM). All patients underwent a stress test. The PVC disappeared in 12% of athletes MRI was performed in 10 athletes confirming the three cases of HCM and revealing a case of arrhythmogenic right ventricular dysplasia and a case of compression of the right ventricle by pectus exacavatum. CONCLUSION: After this assessment, five athletes were not allowed to practice sport. This study shows the necessity of a thorough cardiological assessment of athletes with ventricular arrhythmia in order to detect underlying heart disease and prevent sudden death in this young apparently healthy population.

Risk factors and management of persistent postpartum urinary retention.

INTRODUCTION AND HYPOTHESIS: Our objective was to identify the risk factors for persistent postpartum urinary retention (PUR). MATERIAL AND METHODS: This multicenter retrospective case-control study included 91 women with PUR exceeding 400ml during the first urinary catheterization performed after delivery, from 2010 through 2015. Two groups were defined: one included 25 women with PUR that persisted longer than 3 days, and the other, comprising 66 women with PUR that lasted three days or less. We compared the two groups to define the risk factors. We also studied the outcome of the women with persistent PUR. RESULTS: The time until diagnosis/management and the urinary volume at the first catheterization after delivery were both significantly greater in the group with persistent PUR (11h vs 7.8h and 1020ml vs 715ml, P<0.05). Multivariate logistic regression indicated that cesarean delivery, perineal tear or episiotomy, and fluid administration in the delivery room were also associated with the persistence of PUR (P<0.05). CONCLUSION: Time in the management of urinary retention can cause bladder overdistension that can substantially delay its resolution. More attentive monitoring of voiding, could reduce the duration of this complication and thereby improve patient comfort and minimize long-term complications. BRIEF SUMMARY: This multicenter retrospective study show that the time in the management of urinary retention is a major factor of persistent urinary retention.

B1 was the ancestor B chromosome variant in the western Mediterranean area in the grasshopper Eyprepocnemis plorans.

We analyzed the distribution of 2 repetitive DNAs, i.e. ribosomal DNA (rDNA) and a satellite DNA (satDNA), on the B chromosomes found in 17 natural populations of the grasshopper Eyprepocnemis ploransplorans sampled around the western Mediterranean region, including the Iberian Peninsula, Balearic Islands, Sicily, and Tunisia. Based on the amount of these repetitive DNAs, 4 types of B variants were found: B1, showing an equal or higher amount of rDNA than satDNA, and 3 other variants, B2, B24 and B5, bearing a higher amount of satDNA than rDNA. The variants B1 and B2 varied in size among populations: B1 was about half the size of the X chromosome in Balearic Islands, but two-thirds of the X in Iberian populations at Alicante, Murcia and Albacete provinces. Likewise, B2 was about one-third the size of the X chromosome in populations from the Granada province but half the size of the X in the populations collected at Málaga province. The widespread geographical distribution of the B1 variant makes it the best candidate for being the ancestor B chromosome in the whole western Mediterranean region.

First molecular characterization of HIV-1 Tunisian strains.

In order to identify HIV-1 subtypes circulating in Tunisia, blood specimens from 25 HIV-1 infected Tunisian patients were collected. Proviral HIV-1 DNA was genotyped by sequence analysis of the C2-V3 env region. HIV-1 subtypes were determined in 21 DNA sequences: 20 were of subtype B and one was a circulating recombinant form (CRF02 AG). Subtype B largely dominates the epidemiology of HIV-1 infection in Tunisia, suggesting the probable imported origin of HIV-1 infection, but further studies are needed to investigate the potential diversification of HIV-1 isolates in Tunisia.

[Evaluation of the frequency of oncogenic HPV in venereal condyloma. Prospective study of 24 patients]. / Evaluation de la fréquence des HPV à risque oncogène au cours des végétations vénériennes. Etude prospective de 24 patients.

UNLABELLED: Human papillomavirus (HPV) infection tend to be the most prevalent sexually transmitted disease (STD), and "high-risk" HPV types are correlated to intra-epithelial neoplasia, especially cervical cancer. The aim of this study was to evaluate the frequency of "high risk" HPV types in condyloma. PATIENTS AND METHODS: A non randomised prospective study was performed, including 24 patients with condyloma examined in the department of Dermatology of Charles Nicolle's hospital. Molecular hybridisation method was realised for all patients to identify HPV type. RESULTS: Mean age of the 24 patients was 37.8 years Ratio (male/female): 1.4 In 21 patients HPV DNA was detected 2 women had "high risk" HPV type (9.5%).