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Reports, Volume 5, Issue 2

June 2022 - 13 articles

Cover Story: The aim of this study is to offer a deeper insight into the image features that deep learning extracts in COVID-19 detection tasks from X-ray technology. This study offers an analysis of the image features extracted from MobileNet (v2), aiming to investigate the validity of these features and their medical importance. The pipeline can detect abnormal X-rays with an accuracy of 95.45 ± 1.54% and distinguish COVID-19 with an accuracy of 89.88 ± 3.66%. The visualized results of the Grad-CAM algorithm provide evidence that the methodology identifies meaningful areas on the images. Finally, the detected image features were reproducible 98% of the time after repeating the experiment three times. View this paper
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Articles (13)

  • Communication
  • Open Access
3 Citations
3,063 Views
8 Pages

Comparison of Allplex™ 2019-nCoV and TaqPath™ COVID-19 Assays

  • Manuela Colosimo,
  • Pasquale Minchella,
  • Rossana Tallerico,
  • Ilenia Talotta,
  • Cinzia Peronace,
  • Luca Gallelli,
  • Giulio Di Mizio and
  • Erika Cione

26 April 2022

The clinical presentation of COVID-19 is non-specific, and to improve and limit the spread of the SARS-CoV-2 virus, an accurate diagnosis with a robust method is needed. A total of 500 nasopharyngeal swab specimens were tested for SARS-CoV-2. Of thes...

  • Case Report
  • Open Access
2 Citations
15,979 Views
6 Pages

6 April 2022

Antiepileptic drugs prescribed in the context of migraine have been reported to be potentially linked with an increased risk of suicidal ideation and behavior. Meta-analyses support the evidence that amongst antiepileptic drugs, Topiramate has the gr...

  • Case Report
  • Open Access
26,474 Views
8 Pages

Ketogenic Diet and Physical Exercise on Managing Tarlov Cysts: A Case Report

  • Roberto Cannataro,
  • Cherubino Di Lorenzo,
  • Mario Iazzolino,
  • Maria Cristina Caroleo,
  • Luca Gallelli,
  • Giovambattista De Sarro and
  • Erika Cione

29 March 2022

Tarlov Cysts is a pathological condition, with low incidence, characterized by a painful component with a strong impact on quality of life. The therapeutic options are surgery or analgesics and/or anti-inflammatory medications; however, the condition...

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Reports - ISSN 2571-841X