This paper is in the following e-collection/theme issue:

Artificial Intelligence in Surgery and Perioperative Medicine (34) Machine Learning (1685) Decision Support for Health Professionals (1323) Clinical Informatics (1131) Clinical Information and Decision Making (1603)

Published on in Vol 6 (2023)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/40455, first published .
A Neural Network Model Using Pain Score Patterns to Predict the Need for Outpatient Opioid Refills Following Ambulatory Surgery: Algorithm Development and Validation

A Neural Network Model Using Pain Score Patterns to Predict the Need for Outpatient Opioid Refills Following Ambulatory Surgery: Algorithm Development and Validation

A Neural Network Model Using Pain Score Patterns to Predict the Need for Outpatient Opioid Refills Following Ambulatory Surgery: Algorithm Development and Validation

Authors of this article:

Rodney Allanigue Gabriel1 Author Orcid Image ;   Sierra Simpson1 Author Orcid Image ;   William Zhong1 Author Orcid Image ;   Brittany Nicole Burton2 Author Orcid Image ;   Soraya Mehdipour1 Author Orcid Image ;   Engy Tadros Said1 Author Orcid Image
Article Authors Cited by (5) Tweetations (3) Metrics

Journals

  1. Arina P, Kaczorek M, Hofmaenner D, Pisciotta W, Refinetti P, Singer M, Mazomenos E, Whittle J. Prediction of Complications and Prognostication in Perioperative Medicine: A Systematic Review and PROBAST Assessment of Machine Learning Tools. Anesthesiology 2024;140(1):85 View
  2. Sajdeya R, Narouze S. Harnessing artificial intelligence for predicting and managing postoperative pain: a narrative literature review. Current Opinion in Anaesthesiology 2024;37(5):604 View
  3. Antel R, Whitelaw S, Gore G, Ingelmo P. Moving towards the use of artificial intelligence in pain management. European Journal of Pain 2025;29(3) View
  4. Gabriel R, Park B, Hsu C, Macias A. A Review of Leveraging Artificial Intelligence to Predict Persistent Postoperative Opioid Use and Opioid Use Disorder and its Ethical Considerations. Current Pain and Headache Reports 2025;29(1) View
  5. Abdelrazig Merghani A, Ahmed Esmail A, Mubarak Osman A, Abdelfrag Mohamed N, Mohamed Ali Shentour S, Abdelrazig Merghani S. The Role of Machine Learning in Management of Operating Room: A Systematic Review. Cureus 2025 View