Souha Achour

Design and execution of validation tests, comparing system results with a manually annotated reference. Identification and analysis of anomalies (false positives, false negatives, detection errors) to improve quality. Performance evaluation using metrics (precision, recall, F1-score up to 92%). System reliability in real-world conditions (noisy data, clinical environment).

Analysis of the medical prescription workflow (paper vs. electronic) and identification of inefficiencies (errors, delays, information loss).

Definition of user scenarios (outpatients, inpatients, emergencies) to model business processes. Design of a digital solution (web form + PDF generation) to improve prescription reliability and traceability.

Collaboration with medical and IT teams to validate solutions and propose integration via hospital standards (HL7).