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Rule-Based System • Client-Side
Educational Sandbox
"Play & learn with LFT"
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LiverLogic Dx

LFT based hepatology decision support system

Created by Dr. Sharad Maheshwari, Imagingsimplified@gmail.com

Clinical Signs

Imaging Findings

Ready to Analyze

Adjust the clinical parameters and click "Analyze" to generate a diagnostic assessment.

System Architecture: Deterministic AI

Deterministic Rule Engine

This system utilizes a Deterministic AI Engine. Unlike generative LLMs, it follows highly structured, explicit rule paths to analyze biochemical inputs and provide logic-driven physiological insights.

Algorithmic Safety Verification

We stress-tested LiverLogic Dx across thousands of simulated liver cases, continuously tracking the resolution of complex physiological contradictions. In these runs, our programmatic expert system consistently caught high-risk situations and reliably surfaced conflicting diagnostic pathways. When the algorithmic logic determines that a case presents inherent contradictions, it automatically flags the risks, erring on the side of caution and providing a highly constrained, auditable output.

Reliability Guardrails
  • Diagnostic EngineExplainable
  • Hallucination RiskNone
  • Processing ModelRule-Based
Internal Use Only • Not for Unsupervised Clinical Diagnosis

Educational tool only. Not for clinical decision making.