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Classification of health product defect reports by deep learning

Vicente Sancenon1, Yiting Huang2, Lin Zou2

  • 1Synapxe, 1 N Buona Vista Link, #05-01 Elementum, Singapore, 139691, Singapore. vicente.enrique@synapxe.sg.

Scientific Reports
|March 15, 2026
PubMed
Summary

No abstract available in PubMed .

Keywords:
Deep learningDrug safetyHealth information managementHealth product defectsLarge language model (LLM)Medical dictionary for regulatory activities (MedDRA)

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Classification of Illness

The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
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