Heart Failure (Preserved EF)

verified564 rules

Comorbidity-driven therapy for heart failure with preserved ejection fraction, built on a pharmacist-audited, HFpEF-specific rule set. Grounded in the 2022 AHA/ACC/HFSA HF Guideline.

What the engine does here

A deployed, versioned rule set, authored and verified by a pharmacist, scores the workup and returns a ranked list of options with the rules that produced it.

  1. 01

    The ranking is deterministic. The same workup returns the same ranked list every time. No part of the score is generated by a language model.

  2. 02

    Rules that lower a score are part of the output. Cautions and outright denials arrive with the labs, vitals, allergies and current medications that triggered them, not just the options that survived.

  3. 03

    Every rule carries its evidence. Each one cites the guideline text or the FDA labeling it came from, and the citation travels with the recommendation.

  4. 04

    Dr. EASE explains, and only explains. The AI layer describes the ranking and retrieves labeling and trial data. It cannot change a score or add a recommendation the engine did not produce.

Example case

August 2026

One of the twelve workups published in the August 2026 Clinical Proof Review, scored by the production engine.

  • Age 69
  • Heart Failure, Chronic Kidney Disease, Atrial Fibrillation

Start Spironolactone (Aldactone)Clinical fit score 67, chosen from 47 candidates the engine weighed for Heart Failure (Preserved EF).

Score a Heart Failure (Preserved EF) workup

Walk through a scored case first, or create an account and run your own.