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Original article title

A real-time machine learning framework for improved intraoperative risk predictions in cardiac surgery patients.

RESEARCHJ Am Med Inform Assoc·

Abstract conclusion

“This approach highlights the potential of transformer-based, multitask prediction as a foundation for future intraoperative decision support in cardiac surgery.”

Keep in mind

Observational · association, not causation.

Read source / abstract ↗

pubmed.ncbi.nlm.nih.gov · Full-text access depends on the publisher.

The excerpt is quoted from source text. The original title is preserved above.

This is a reading aid. Follow the source for methods, limitations, corrections, and clinical context.