How MedSpeech Accurately Extracted and Structured a Case of Acute Liver Failure from a Complex ICU Follow-Up Call

Omid Mehrpour
Post on 12 Jun 2025 . 2 min read.
Omid Mehrpour
Post on 12 Jun 2025 . 2 min read.
In toxicology consultations, precision matters. Documenting the right lab values, treatments, and clinical changes can directly impact care, follow-up, and outcomes. However, traditional speech-to-text tools lack the clinical intelligence to differentiate between a benign number and a life-threatening trend.
In a recent ICU follow-up call in Arizona, MedSpeech demonstrated how clinical AI transforms routine documentation into structured, accurate, and actionable insight, without relying on human memory or generic dictation software.
A poison control follow-up call revealed the following clinical picture:
Patient status: Intubated and unresponsive, but with preserved cough, gag, and pupillary reflexes
Hemodynamics: On two vasopressors for bradycardia and junctional rhythms
Renal support: 24-hour continuous dialysis
Respiratory: Breathing over ventilator, FiO₂ 95% (on 45% oxygen)
Mental status: No meaningful response
Laboratory Findings (Extracted by MedSpeech)
“F b o two” ➝ FiO₂
“Carnitrol” ➝ Carnitine
“Methyl methamoglobin” ➝ Methemoglobin
Flagged elevated ammonia, liver enzymes, coagulation parameters, and renal impairment
Highlighted administration of vasopressors and carnitine
MedSpeech automatically generated a fully formatted SOAP note, including:
Subjective: Unresponsive, intubated, receiving carnitine
Objective: Multi-system lab abnormalities, on dialysis, and vasopressors
Assessment: Acute liver failure, coagulopathy, suspected valproic acid toxicity
Plan: Continue CVVH, monitor labs, titrate vasopressors, maintain carnitine therapy
In severe toxic exposures with multi-organ involvement, every misstep in documentation risks treatment delays, confusion during handoffs, and missed reporting.
MedSpeech ensures:
Accurate capture of nuanced clinical details
Automatic interpretation of lab data
Immediate readiness for record inclusion or toxicologist handoff
This case showcased severe toxicity with lab-confirmed hepatic failure, hyperammonemia, coagulopathy, and the need for critical care support. MedSpeech processed the entire call, including corrections, interpretation, and SOAP output, without manual transcription or secondary review.
Generic dictation stops at transcription.
MedSpeech goes further — into structured, toxicology-aware documentation that helps save lives and time.
Explore MedSpeech at:
🔗 https://medicaltoxic.com/services/medspeech
© All copyright of this material is absolute to Medical toxicology
Dr. Omid Mehrpour (MD, FACMT) is a senior medical toxicologist and physician-scientist with over 15 years of clinical and academic experience in emergency medicine and toxicology. He founded Medical Toxicology LLC in Arizona and created several AI-powered tools designed to advance poisoning diagnosis, clinical decision-making, and public health education. Dr. Mehrpour has authored over 250 peer-reviewed publications and is ranked among the top 2% of scientists worldwide. He serves as an associate editor for several leading toxicology journals and holds multiple U.S. patents for AI-based diagnostic systems in toxicology. His work brings together cutting-edge research, digital innovation, and global health advocacy to transform the future of medical toxicology.