Institute For Responsible Healthcare AI
Created by Dr. Sharad Maheshwari MD (imagingsimplified@gmail.com) • Inputs from Dr. Sohil Sharda DM (Nephrology)
Simulation Environment v6.0
NOT FOR CLINICAL USE • PROTECTED PROPERTY OF IRHAI • DETERMINISTIC REASONING CORE
📋 Clinical Parameters
Ready for Analysis
Please enter patient laboratory data or select a scenario from the library to begin evaluation.
Etiology Classification
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Clinical Guidance
Monte Carlo Reliability Test
This module simulates 500 patient encounters with randomized lab values to verify that the core reasoning logic never generates a conflicting or unsafe recommendation.
Internal Consistency
100%
Safety Gate Triggers
0
Guideline Alignment
OPTIMAL
Distribution of Phenotypes (Monte Carlo Analysis)
Medical Guidelines & Logic
The reasoning engine utilized by IRHAI is mapped to KDIGO (Kidney Disease: Improving Global Outcomes) international standards.
Absolute Iron Deficiency
Defined as Ferritin < 100 ng/mL or TSAT < 20%. Indicates exhausted storage iron. AI prioritizes replenishment over ESA therapy.
Functional Iron Deficiency
Ferritin may be elevated (>100) but TSAT remains < 20%. Driven by inflammation and Hepcidin-mediated sequestration of iron.
ESA Safety Thresholds
ESA use is flagged for avoidance or extreme caution if Hb > 11.5, or in the presence of uncontrolled hypertension or stroke history (TREAT trial findings).
Anemia Prevalence by CKD Stage
Institutional Review
"The system's deterministic logic ensures that every recommendation is traceable to a specific guideline cutoff. This design minimizes automation bias by presenting clinicians with the evidence trail for every etiology suggested."
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