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currentLLM-judged scan90/100hannesill/m4/meld-score
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version: "1.0.0" name: meld-score description: Calculate MELD (Model for End-Stage Liver Disease) score for ICU patients. Use for liver disease severity assessment, transplant prioritization, or hepatology research. tier: validated category: clinical kind: domain
MELD Score Calculation
The Model for End-Stage Liver Disease (MELD) score predicts 3-month mortality in patients with liver disease. Originally developed for TIPS procedure prognostication, it is now the primary organ allocation criterion for liver transplantation in the US. The MELD-Na variant incorporates serum sodium for improved prediction.
When to Use This Skill
- Liver disease severity assessment
- Transplant prioritization research
- Hepatology outcome studies
- Cirrhosis prognosis evaluation
Score Components
MELD uses 4 laboratory values with logarithmic transformations:
| Component | Variable | Formula Weight | Floor | Ceiling | |
|---|---|---|---|---|---|
| Creatinine | Serum creatinine (mg/dL) | 0.957 × ln(Cr) | 1.0 | 4.0 (or if RRT) | |
| Bilirubin | Total bilirubin (mg/dL) | 0.378 × ln(Bili) | 1.0 | — | |
| INR | International Normalized Ratio | 1.120 × ln(INR) + 0.643 | 1.0 | — | |
| Sodium | Serum sodium (mEq/L) | 137 - Na | 125 | 137 |
Calculation Steps
- Component scores (all values floored at 1.0 for logarithm):
- Creatinine:
0.957 × ln(max(Cr, 1))— capped at Cr=4 if RRT or Cr > 4 - Bilirubin:
0.378 × ln(max(Bili, 1)) - INR:
1.120 × ln(max(INR, 1)) + 0.643
- MELD Initial:
round(Cr_score + Bili_score + INR_score, 1) × 10
- Capped at 40 if sum > 4
- Sodium adjustment (MELD-Na, only if MELD Initial > 11):
- Sodium score:
137 - max(min(Na, 137), 125) MELD = MELD_Initial + 1.32 × Na_score - 0.033 × MELD_Initial × Na_score- If MELD Initial ≤ 11: MELD = MELD Initial (no sodium adjustment)
Critical Implementation Notes
- Creatinine Cap: Patients on renal replacement therapy (RRT/dialysis) OR with creatinine > 4.0 are scored as creatinine = 4.0. This prevents extreme renal failure from dominating the score.
- INR Constant Term: Unlike other components, INR scoring adds a constant 0.643 even when INR = 1 (ln(1) = 0). This means the minimum contribution from INR is always 0.643.
- Sodium Conditional: The sodium adjustment is ONLY applied when MELD Initial > 11. Below this threshold, mild liver disease is not affected by hyponatremia.
- Score Range: Theoretical minimum ~6 (all normal values), maximum 40 (hard cap).
- RRT Detection: In MIMIC-IV, dialysis is detected from the
first_day_rrtderived table, which checks for CRRT/IHD procedures in the first 24 hours.
- Missing Lab Values: When a lab value is not available for a stay, the component defaults to its minimum contribution: ln(1) = 0. This means creatinine scores as 1.0, bilirubin scores as 1.0, INR scores as 1.0 (but still contributes the +0.643 constant), and sodium defaults to 137 (no adjustment). Include ALL ICU stays in the output, even those missing some or all lab values.
Pre-computed Table
MIMIC-IV provides a pre-computed MELD table:
sql
SELECTstay_id,meld,meld_initial,rrt,creatinine_max,bilirubin_total_max,inr_max,sodium_minFROM mimiciv_derived.meld;
Required Tables for Custom Calculation
mimiciv_icu.icustays— ICU stay identifiersmimiciv_derived.first_day_lab— creatinine_max, bilirubin_total_max, inr_max, sodium_minmimiciv_derived.first_day_rrt— dialysis_present flag
References
- Kamath PS et al. "A model to predict survival in patients with end-stage liver disease." Hepatology. 2001;33(2):464-470.
- Kim WR et al. "Hyponatremia and mortality among patients on the liver-transplant waiting list." N Engl J Med. 2008;359(10):1018-1026.
- Biggins SW et al. "Evidence-based incorporation of serum sodium concentration into MELD." Gastroenterology. 2006;130(6):1652-1660.