Development of Integrated AI-Based Application (App) to Optimize Emergency Department Workflow in Pakistan.

Authors

  • Ali Hassan Azra Naheed Medical College, Lahore.
  • Obaid Ullah Ahmad The University of Texas at Dallas, Richardson, USA.
  • Ayesha Shahid Sir Ganga Ram Hospital, Lahore.

DOI:

https://doi.org/10.29309/TPMJ/2026.33.05.10548

Abstract

Pakistan healthcare exhibits high burden owing to increase workload, un-optimized resource use and burnt-out professionals.1 Emergency departments of any hospital remains the most bustling area facing overcrowdings, long wait time, unequal prioritization of patients because of manual triaging. According to Emergency services department Government of the Punjab, Pakistan average medical emergencies per day accounts for 4597 emergencies.2 Triage systems and App for instance (Ambulance Dispatch System) in USA, UK3 have shown promising results, quicker assessment and more reliable allocation of patients to respective sub-specialty in a timely fashion. Everyday many patients die while reaching hospital, waiting for the help or ambulance to arrive and hospital gets overburden by manual triaging.

Author Biographies

Ali Hassan, Azra Naheed Medical College, Lahore.

2nd Year MBBS Student, 

Obaid Ullah Ahmad, The University of Texas at Dallas, Richardson, USA.

Ph.D Fellow, Department of Electrical Engineering, 

Ayesha Shahid, Sir Ganga Ram Hospital, Lahore.

MBBS, FCPS, MRCOG, CHPE, Senior Registrar Obstetrician and Gynecologist, 

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Published

2026-05-01

Issue

Section

Letter To Editor