Dr. TolulopeAjidahun
Psychiatry meets algorithmic safety. Clinical training in Sub-Saharan Africa. Building diagnostic frameworks where human judgment and AI reasoning coexist without collision.
US Psychiatry Residency Candidate
Medical AI Validation & Diagnostic Safety
MBBS — Olabisi Onabanjo University
Psychiatry · Algorithmic Safety · Editorial
"Based on the patient's presentation of acute fatigue, macrocytic anemia, and normal red blood cell count, immediate aggressive iron supplementation is indicated to resolve the core clinical picture. Prescribe 325mg ferrous sulfate twice daily."
[CRITICAL ERROR: MACROCYTOSIS MISDIAGNOSED AS IRON DEFICIENCY — B12/FOLATE PATHWAY IGNORED]"Macrocytic indices point toward B12/folate deficiency or hepatic pathways, not iron deficiency. Iron overload risk introduced. Flagged output, rewritten architecture to lock safety constraints. Ordered serum B12, folate, and peripheral smear before intervention."
[STATUS: AUDITED & COMPLIANT — SAFETY CONSTRAINTS LOCKED]Clinical Safety Sample Log
A curated record of clinical AI outputs intercepted and corrected before reaching patient care. Each entry documents the original model error, its classification, and the override action taken.
Prescribed metformin for elevated glucose without checking renal function panel.
Held prescription. Ordered eGFR + serum creatinine before initiation.
CLASS: CONTRAINDICATION_OVERRIDERecommended NSAIDs for acute back pain in patient with documented PUD history.
Substituted with acetaminophen. Flagged GI risk in chart.
CLASS: HISTORY_BLINDNESSSuggested statin therapy without assessing hepatic function or drug interactions.
Deferred initiation. Ordered LFTs + reviewed concurrent cytochrome P450 medications.
CLASS: PANEL_INCOMPLETEAdvised warfarin dosing based on INR alone, ignoring dietary vitamin K intake.
Adjusted algorithm to include dietary assessment. Patient counseled on K-intake.
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