Synthetic data only. Never enter patient information; nothing is sent or stored. For clinicians. Not FDA cleared.For licensed clinicians. Educational demonstration on synthetic data. Never enter real patient identifiers or protected health information: everything runs in your browser and nothing is sent or stored. Clinical decision support only; not FDA cleared; physician review is required.
CPE-005 · synthetic case LIVER-FX-18
Bilirubin 4.2 and INR 1.7
Impaired liver function.
Purpose: Impaired liver function.
Inputs the engine received
Liver tests and imaging
- Hepatic steatosis documented
- Yes
- AST
- 62 U/L
- ALT
- 48 U/L
- Platelets
- 118 ×10⁹/L
- Total bilirubin
- 4.2 mg/dL
- INR
- 1.7
Patient
- Age
- 57 years
- Sex
- Male
- Alcohol intake
- 2 g/day
Cardiometabolic criteria
- BMI
- 30 kg/m²
Other liver disease and context
- Hepatitis B and C testing already done
- Yes
What the engine reports
A high-risk non-invasive result (or known cirrhosis) needs specialist evaluation. Confirmation of stage belongs to hepatology.
Bilirubin, INR or albumin is outside the range expected in uncomplicated MASLD. Do not attribute to MASLD without excluding other causes.
Detected clinical pattern
Pattern Meeting the 2023 MASLD Criteria
Steatosis with 1 cardiometabolic criterion/criteria and alcohol in range. Fibrosis risk by non-invasive tests: high.
- Alcohol: Alcohol 2 g/day · MASLD range
- Fibrosis risk: Fibrosis risk · high
Why this pattern was identified
- MASLD criteria. Steatosis is documented and 1 cardiometabolic criterion/criteria are met (BMI 30).
Calculations
- FIB-4
- 4.32
Lower cutoff 1.3; high above 2.67.
Recommended next steps
For physician consideration. Urgent review always comes first.
- 1Priority review of impaired liver function.
- 2Consider referral to hepatology.AASLD 2023.
- 3Assess cardiovascular risk: it is the leading cause of death in MASLD.
Evidence and rule trace · 9 rules
LV-01MASLD criteria met
Inputs: steatosis documented · 1 cardiometabolic criterion/criteria: BMI 30 · alcohol in MASLD range
Pattern meeting the 2023 MASLD criteria.
LV-CV-01Cardiovascular risk assessment
Inputs: MASLD criteria met
Formal cardiovascular risk assessment is part of the work-up.
LV-04ALT above the AASLD upper limit
Inputs: ALT 48 U/L (limit 33 for male)
ALT above the sex-specific upper limit.
LV-REF-01Hepatology referral to consider
Inputs: advanced fibrosis likely
Referral to hepatology is reasonable to consider.
LV-SAFE-03Synthetic dysfunction or marked cholestasis
Inputs: bilirubin 4.2 mg/dL · INR 1.7
Priority review: markers of impaired liver function.
Evidence
- EV-AASLD-2023 · Rinella ME, Neuschwander-Tetri BA, Siddiqui MS, et al. AASLD Practice Guidance on the clinical assessment and management of nonalcoholic fatty liver disease. Hepatology. 2023;77(5):1797-1835.
- EV-DELPHI-2023 · Rinella ME, Lazarus JV, Ratziu V, et al. A multisociety Delphi consensus statement on new fatty liver disease nomenclature. Hepatology. 2023;78(6):1966-1986.
- EV-MCPHERSON-2017 · McPherson S, Hardy T, Dufour JF, et al. Age as a confounding factor for the accurate non-invasive diagnosis of advanced NAFLD fibrosis. Am J Gastroenterol. 2017;112(5):740-751.
Physician adjudication required. Clinical decision support for physician review. This output classifies steatotic liver disease under the 2023 nomenclature and stratifies fibrosis risk. It does not stage fibrosis by itself, diagnose a cause, or recommend a drug. Physician adjudication is required.
Change the values
The same engine, starting from this case. Change any value and watch the pattern and the rule trace react.
Fibrosis risk by non-invasive tests
✓ Low
FIB-4 <1.3 (<2.0 from 65), stiffness <8 kPa
✓ Indeterminate
Needs a second-line test
● High
FIB-4 >2.67, stiffness ≥12 kPa or ELF ≥9.8
Liver tests and imaging
Patient
A standard US drink is about 14 g.
Cardiometabolic criteria
Other liver disease and context
Cirrhosis, decompensation and trends
More liver cases
LIVER-FX-01
Steatosis with metabolic risk and a low FIB-4
A 52-year-old man with fatty liver on ultrasound, BMI 31 and triglycerides 190.
LIVER-FX-02
Type 2 diabetes, no imaging yet
A 58-year-old with diabetes and normal enzymes: the screening question.
LIVER-FX-03
Indeterminate FIB-4
FIB-4 of 2.0 in a 56-year-old with steatosis.
LIVER-FX-04
High FIB-4
FIB-4 above 5 in a 63-year-old man with low platelets.
LIVER-FX-05
FIB-4 of 1.65 at age 70
Low risk under the age-adjusted cutoff of 2.0.
LIVER-FX-06
Stiffness 14 kPa with a low FIB-4
Discordant tests: the elastography result prevails as a warning.
Try Biod in your practice
The Clinical Intelligence Layer — transforming fragmented clinical information into structured intelligence for clinician review and action.
