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Chapter 1 Congruence of deep learning in biomedical engineering 3





                                              Patient with symptoms



                                                                Conventional
                                AI based approach
                                                               approach (non-AI)
                               Physician identify the         Physician analyze the
                                possible match of                symptoms
                                COVID-19 symptom
                                 with AI support
                                                      If multiple matches  If no multiple
                                                          found          matches found
                                Samples taken to
                                confirm infection &
                               decide further therapy
                                                                         No test sample
                                                      Test sample taken
                                                                            taken
                                  Patient gets
                               quarantined/admitted
                                                        Patients get
                                                     quarantined/admitted
                                 Start AI based
                               treatment & monitoring
                                                    Symptomatic treatment
                                                         started

                                 Recovery Phase
                                                      Recovery Phase


                               Retest for COVID-19
                                                     Retest for COVID-19


                              Positive  Negative
                                                    Positive  Negative

                              Isolation  Cured
                                                    Isolation  Cured
               Figure 1.1 General procedure of artificial intelligence (AI) and non-AI-based applications that help general
               physicians to identify COVID-19 symptoms. From Vaishya, R. et al. Artificial Intelligence (AI) applications for COVID-19
               pandemic,Diabetes & Metabolic Syndrome: Clinical Research & Reviews, Volume 14, Issue 4, 2020, Pages 337e339.
               egy the information takes on a structure that can only be
               perceived by the proposed beneficiary. Because the coded infor-
               mation is in an unrecognized structure, it is open to the possibil-
               ity of attack. Another security strategy, i.e., data cover-up, is
               likewise a generally utilized method that discourages the
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