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AI Ready – Analysis Towards a Standardized Readiness Framework



                  Table 3: Analysis of use case scenarios (continued)

                    Use case   Scenarios  Type of sensor/  Deployment as   Thresholds for   Experiments and
                                              actor     Integral/add-on  validation and   Specifications for
                                                           controls    compliance       validation�
                              Early       Classification   Smart-     To be studied   Pilot deployments in
                   Healthcare   detection   and ensemble   phone-inte-  based on local   hospitals [68]
                   Applica-   of critical   models      grated model   requirements
                   tions
                              conditions                deployments.  and ethnicity
                              Live Sign   Patients and   Mobile inte-  Dialects     Zimbabwe’s Primary
                              Language    healthcare    grated GenAI   related to sign   Healthcare [77]
                              Translation  professionals.   and synthesis   languages [77]
                                          Gestures,     Applications
                                          audio, and text

                   Accessi-   Audio-vi-   Accessibil-   Mobile        Chinese Sign   Smartphone
                   bility     sual speech   ity features   integrated   language    OS-based Informa-
                              recognition    hosted in   application                tion Accessibility
                                          smartphones   with Multi-                 Solutions [2]
                                                        modal Large
                                                        Model with
                                                        audio and
                                                        visual inputs
                              AI-based    Weather       Add-on: Ray   [80]          Regional State Grid
                              clean       sensors, Power   tune hyperpa-            [80]
                   Clean      energy      plant measure-  rameter tuning
                   Energy     prediction  ments, and
                                          solar panel
                                          monitoring
                              Target      CCTV camera   Add-on:       [1]           Network operator
                              detection   image infor-  AIGC-based                  internal deployment
                                          mation        generation of               [1]
                   Video                                training data
                   Analysis                             samples, use
                                                        of annotation
                                                        formats, feder-
                                                        ated learning
                   Training   Assisted    Editing tools   Assisting bots   Not      Proposed sandbox
                   and        content     for content   are addons for   available  for African contribu-
                   knowledge   generation  creation     editing tools               tors [27]
                   creation
                              Resource    Natural       Overlay       Thresholds    Digital twin-based
                              optimiza-   Language      (add-ons)     for anomaly   sandbox
                              tion and    Processing    based GenAI,   detection, in
                   5G/6G      autonomy    (NLP) module  digital twin   5G/6G, slice
                   connectiv-                           and Recom-    resource
                   ity
                                                        mendation     configurations
                                                        engine solu-
                                                        tions



                  Table 3 covers the analysis of different scenarios under different use cases in clause 4. For each
                  scenario, the type of actor, controls, thresholds for validation and compliance, and experiments
                  for validation are studied.

                  The type of actor in each scenario determines the interaction between AI model and the external
                  world. For example, in the scenario where the aim is to detect driver distraction, drowsiness
                  detection relies on cameras that can track eyeball movements whereas the monitoring lane






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