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Medicine today produces more knowledge than any individual can absorb. An estimated 3–4 million new medical papers are published annually, with specialties like oncology contributing thousands of new studies each year. For a clinician juggling outpatient consultations, ward rounds, administrative tasks, and multidisciplinary discussions, carving out meaningful time to read, review, and appraise all relevant evidence is virtually impossible.
The result is clear: evidence becomes fragmented across journals, portals, PDFs and databases, point-of-care decisions often rely on memory AI for Doctors or outdated sources, and new evidence can take 10–17 years to make its way into everyday clinical practice. The gap between research and everyday clinical decision-making has real consequences—from variability in treatment approaches to missed opportunities for guideline-aligned care.
