Emirates Health Services, Dubai, United Arab Emirates: Use of Artificial Intelligence for COVID19 management and prediction of related health indicators

Company: Emirates Health Services, Dubai, United Arab Emirates
Company Description: The Emirates Health Services Establishment was established with the aim of enhancing the efficiency of the federal health sector in the country, by providing health care and treatment services, and taking preventive measures and combating epidemics and diseases, as well as achieving sustainable development of health care.
Nomination Category: COVID-19 Response Categories
Nomination Sub Category: Most Valuable Government Response
2022 Stevie Winner Nomination Title: Use of Artificial Intelligence for COVID19 management and prediction of related health indicators
  1. If you are providing a write-up about the award-worthy activities of the nominated organization, provide it here (up to 350 words):

    Total 342 words used.

    Emirates Health Services (EHS) was one of the first organizations in the region to utilize Artificial Intelligence (AI) techniques for COVID-19 management, especially for estimation of epidemic trends, and exploration of safe vaccination drives. Effective and validated Machine Learning Models were developed in the EHS healthcare system for the following outcomes

    • to identify at-risk population for COVID-19
    • to identify the population that would require admitted care
    • to identify the patients that would deteriorate
    • to identify the patients at risk for other communicable diseases through this pandemic
    • to design COVID-19 vaccination strategies focusing on the vulnerable population
    • to identify people at risk who would need to be prioritized for boosters to reduce breakthrough infection
    • to improve financial sustainability for the EHS facilities

    EHS had established advanced AI models and compared deep-learning-based algorithms (decision tree-based, Random Forest, Neural Network, and Gradient Boosting models) for providing care excellence during the pandemic. These models assist in effective diagnosis, prognosis, prevention, and control of covid-19 in the UAE population.

    • ICU Mortality rate in COVID19 patients was predicted using a validated AI model, including Ventilator usage, Ferritin levels, MCHC, and Hypertension as the top predictive factors.
    • A Prediction model for COVID 19 infection risk was developed and found males, people in the age group of 46-60, those who experienced worsening cough, body ache/headache, and people at home quarantine were more prone to covid-19 infection. This prediction tool helped the clinicians to early identification of patients at risk and provide immediate care.
    • Inpatient Admission in Emergency Department was predicted using an effective AI model, which identified arrival mode, age group, and presence of multiple comorbidities as the top important factors for Inpatient admissions. Accordingly, user experience, clinical excellence, and financial outcomes in the EHS facilities were improved.
    • An innovative AI approach was formed to foresee the patient no-shows in EHS hospitals which significantly reduced hospital losses and deprivation.
    • An advanced AI technique built to effectively manage the communicable Disease outbreak in the UAE. The model is beneficial to monitor and plan for prevention through targeted screenings and resource mobilization/optimization.
  2. (Optional) Reference any attachments of supporting materials throughout this nomination and how they provide evidence of the claims you have made in this nomination (up to 250 words):
  3. Which will you submit for your nomination in this category, a video of up to five (5) minutes in length about the relevant achievements this year of the nominated organization, OR a write-up of up to 350 words? (Choose one):
    Essay of up to 350 words
  4. If you are submitting a video of up to five (5) minutes in length, provide the URL of the nominated video here, OR attach it to your entry via the "Add Attachments, Videos, or Links to This Entry" link above, through which you may also upload a copy of your video.
Attachments/Videos/Links:
Use of Artificial Intelligence for COVID19 management and prediction of related health indicators
URL 1. Emirates Health Services expands its smart services network with three new tech-powered additions. Jan 2022
URL 2. Arab Health 2022. Emirates Health Services Concludes Participation with 16 Smart Projects Launched During the Event.
URL 3. Arab Health Media Release 2022
DOCX Prediction_of_COVID19_ICU_Mortality_using_AI.docx
MP4 How_AI_is_helping_EHS_in_reducing_COVId19_mortality.mp4
PDF Prediction_of_Emergency_to_Inpatient_using_AI.pdf
MP4 Vaccination_AI_augmented_Analysis.mp4