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27 These types of environments incorporate rigorous access controls that mitigate lots of anonymisation fears. Figure 2 illustrates a hybrid approach in which part-primarily based entry Regulate into a analysis database applies deidentification at source based upon a person’s credentials.
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Defining project scope and targets precisely assures alignment with stakeholders’ anticipations. Complete arranging throughout initiation helps in pinpointing potential hazards and creating mitigation tactics.
This is often partly as a consequence of the many challenges inherent in delivering an AI project in a clinical ecosystem. In the following paragraphs, a number of UK Health care specialists and lecturers reflect on the troubles they have got confronted in developing AI solutions using routinely collected healthcare data.
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