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TABLE 8-5: A SIMPLIFIED INSTITUTIONAL CLASSIFICATION OF USES

               Level                 Typical examples                           What is required

                               Rewording an internal note,               Standing rules and user review
               Low
                                brainstorming, formatting.                         before use.


                          An internal summary, a first analysis,  A registered owner, an acceptance
             Medium
                                  a knowledge assistant.                  test, and structured review.

                             Ranking applicants, prioritizing a          An impact assessment, expert

               High              service, a health or legal           review, documented approval, and
                                     recommendation.                               monitoring.

                             Uses that breach law, rights, or              Do not use; escalate for a
            Prohibited
                                    institutional policy.                      leadership decision.



           ● Conditions for meaningful human oversight

           • Competence: the reviewer understands the task, the system, and its limits.
           • Information and time: they see the sources and assumptions and have real time to
           check.
           • Authority and independence: they can reject, amend, or escalate without penalty.
           • Accountability and appeal: the decision is documented and the affected person can
           request human review.



                                                    Video: AI Literacy and Prohibited Practices in the
                                                    European AI Act
                                                    A webinar on the relationship between training and

                                                    risk of use, and what is expected of organizations
                                                    and of the people who operate the systems.
                                                    Duration: about 60 minutes | Level: Intermediate

                                                    Learning objective: Build a graduated literacy
                                                     program by role, context, and risk instead of
                                                    uniform training.

                                                    Source: European Commission [18].
                                                    https://www.youtube.com/watch?v=8gtaiZhAVNQ
                                                    Verified: June 6, 2026



         The Right to Object and Procedural Fairness
         When  a  system  affects  a  person,  good  average  performance  is  not  enough.  Procedural
         fairness must be considered: does the person know that AI took part in the process? Can

         they understand the main factors that shaped the outcome? Is there a channel for correcting


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