NCA-GENM Exam Dumps | You are working with a multimodal dataset containing medical images (X-rays) and corresponding patient

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Question 144/192

You are working with a multimodal dataset containing medical images (X-rays) and corresponding patient reports (text). Some of the reports are missing or incomplete. Which of the following strategies would be most appropriate to handle this missing data in a multimodal AI model?

A. Discarding all data points with missing reports.

B. Imputing the missing reports with a generic placeholder text.

C. Using a multimodal autoencoder to reconstruct the missing reports from the available image data, or using a masked language model to predict missing words in the existing reports, conditioned on the image.

D. Training the model only on the complete data points and ignoring the incomplete ones.

E. Using a simple average of all available reports for imputation.

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