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Confusion matrix analysis revealed that, compared with the local ophthalmologists' diagnoses, the severity predicted by the three models was overestimated. Thus, DL algorithms using artificial intelligence based on global data must be locally modified to ensure the applicability of a well-trained model to make diagnoses in clinical environments.The aim of this study was to assess the occurrence of non-specific symptoms of "long-COVID syndrome" depending on the physical activity undertaken resulting from the imposed forms of study (distan