Analyses have proposed integrating the concept into stage-specific
clinical guidance, suggesting that counselling after diagnosis may differ from primary prevention advice. Related work has examined analogous questions in cardiology, tumor biology including redox
homeostasis, and frameworks for medical artificial intelligence. Reporting summarized potential differences between prevention-oriented dietary patterns and post-diagnosis survival associations, including accounts that factors commonly viewed as unhealthy may increase disease risk yet correlate with improved survival in some settings. Additional commentary considered applications in oncology and stage-specific
pharmacologic care, and reports have highlighted claims that supplements viewed as harmful in prevention contexts do not always show adverse associations with survival after diagnosis. == Public reception ==