Affordable and real-time antimicrobial resistance prediction from multimodal electronic health records.

The spread of antimicrobial resistance (AMR) leads to challenging complications and losses of human lives plus medical resources, with a high expectancy of deterioration in the future if the problem is not controlled. From a machine learning perspective, data-driven models could aid clinicians and microbiologists by anticipating the resistance beforehand. Our study serves as the first attempt to harness deep learning (DL) techniques and the multimodal data available in electronic health records (EHR) for predicting AMR.

Deep convolutional forest: a dynamic deep ensemble approach for spam detection in text.

The increase in people's use of mobile messaging services has led to the spread of social engineering attacks like phishing, considering that spam text is one of the main factors in the dissemination of phishing attacks to steal sensitive data such as credit cards and passwords. In addition, rumors and incorrect medical information regarding the COVID-19 pandemic are widely shared on social media leading to people's fear and confusion. Thus, filtering spam content is vital to reduce risks and threats.

Bergamot oil as an integral component of nanostructured lipid carriers and a photosensitizer for photodynamic treatment of vitiligo: Characterization and clinical experimentation.

: Bergamot oil (BO) is a photosensitizer that can be used for photodynamic therapy (PDT) of dermatological diseases such as vitiligo. Being an oil, it can be integrated within the lipidic matrix of nanostructured lipid carriers (NLCs) as the liquid lipid constituent, hence exhibiting a dual role. : NLCs were prepared with different emulsifiers and coemulsifiers, and the effect of the preparation method and formulation variables on the NLCs' size was elucidated.

Novel bergamot oil nanospanlastics combined with PUVB therapy as a clinically translatable approach for vitiligo treatment.

The impact of nanomedicine has grown in the current decade; however, only very few clinical translational attempts have been realized. Therefore in the present study, we hypothesized that bergamot oil, a psoralen-containing oil, would produce an optimized melanogenic effect in the clinical treatment of vitiligo when loaded within an elastic nanocarrier (spanlastics) and combined with PUVB for activation of psoralens. Spanlastics were prepared and characterized for particle size, physical stability, in vitro release, thermal behavior, deformability, morphology, and in vitro photostability.