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As the field continues to develop, researchers will likely place greater emphasis on molecular structure, receptor interactions, analytical testing, and accurate documentation

The study is published in The Lancet .

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The standard is "documented failure of at least one 3-month intensive lifestyle intervention." What counts as documented lifestyle intervention: Participation in a structured weight-loss program (Weight Watchers, Noom, hospital-based program) with attendance records Regular visits with a registered dietitian (minimum 4 visits over 3 months) with session notes Medically supervised diet program with weekly weigh-ins documented in medical records Participation in a diabetes prevention program (DPP) with completion certificate What does NOT count: "I tried eating less and exercising more on my own" Gym membership without documented weight-loss program Self-directed diet from a book or website Sporadic visits to a primary care doctor without structured intervention The intervention must be documented in medical records