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🍬 Postpartum Glucose Normalization & Type 2 Diabetes Risk Simulator

A model that simulates postpartum glucose normalization and the long-term risk of developing type 2 diabetes, providing recommendations for follow-up screening.

Gestational Diabetes Screening & Management2DModerate60 FPS
postpartum-glucose-type2-risk-simulator ↗ Open standalone

Placental Hormone Withdrawal at Delivery

Delivery of the placenta abruptly ends pregnancy-related insulin resistance.

  • hPL: Key hormone drop (Placental lactogen removed)
  • Minutes: Onset (After placental delivery)
  • ↓ Sharp: Insulin resistance (Rapid reversal begins)
  • ~7%: GDM prevalence (Of pregnancies (illustrative))

Mechanism of hormone withdrawal

Placenta removal ends hPL, progesterone, and cortisol-driven resistance.

Placeholder: hormone clearance drives rapid metabolic shift postpartum.

Glucose Normalization Within Days

Maternal glycemia typically returns toward normal within days after birth.

  • 1–3 days: Normalization window (Typical postpartum course)
  • ↓ Fast: Insulin needs (Often below pre-pregnancy levels)
  • ~10–15%: Persistent hyperglycemia (Illustrative fraction)
  • Fasting glucose: Monitoring (Inpatient check)

Early postpartum glucose course

Placeholder: glucose curve trends down toward the normal band quickly.

Placeholder: most patients normalize before hospital discharge.

6-Week Postpartum OGTT Retest

A 75g oral glucose tolerance test at 6 weeks reclassifies glucose status.

  • 6 weeks: Test timing (Postpartum standard)
  • 75g OGTT: Test type (2-hour test)
  • ~15–20%: Abnormal result (Illustrative rate)
  • ~2–5%: Reclassified as T2D (Illustrative rate)

Purpose of the retest

Placeholder: the 6-week OGTT distinguishes normal, prediabetes, and diabetes.

Placeholder: early retest catches persistent glucose abnormality.

Long-Term Type 2 Diabetes Risk

Cumulative type 2 diabetes risk after GDM can reach up to about 50%.

  • Up to 50%: 10-year cumulative risk (Illustrative ceiling)
  • ~7–10×: Risk vs. no GDM (Relative risk, illustrative)
  • 5–10 yrs: Peak risk window (Post-pregnancy)
  • ~30–50%: Lifestyle mitigation (Illustrative reduction)

Trajectory of long-term risk

Placeholder: risk climbs steadily over years without intervention.

Placeholder: adherence to lifestyle change meaningfully lowers risk.

Annual Screening Recommendation

Annual or periodic glucose screening is recommended for years after GDM.

  • Annual: Recommended interval (Or every 1–3 years)
  • FPG/A1c/OGTT: Test options (Clinician choice)
  • Lifelong: Duration (Ongoing monitoring)
  • Diet + exercise: Counseling (Standard advice)

Screening cadence guidance

Placeholder: regular screening enables earlier detection and intervention.

Placeholder: annual screening plus lifestyle change is the core recommendation.
⚙ Under the hood

A model that simulates postpartum glucose normalization and the long-term risk of developing type 2 diabetes, providing recommendations for follow-up screening.

CanvasBiomedicine

2D · HTML5 Canvas 2D · 60 FPS target · runs fully client-side, no install

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