Perioperative medicine & outcomes

Artificial Intelligence-Driven Clinical Decision Support for Postoperative Delirium Prevention: A Pragmatic Randomized Controlled Trial

Anesth AnalgPublished pragmatic randomized controlled trial

Authors' conclusion

In this pragmatic randomized controlled trial, less than 20% of the sample had documented delirium assessments due to variability in routine POD screening practices, limiting our ability to conclude that artificial intelligence-driven clinical decision support was not effective in preventing postoperative delirium. However, based on our secondary outcome analyses, the intervention did not significantly change best practice adherence. Further work is needed to determine the best way to use these tools effectively.

Study context

Population
Patients with preoperative cognitive impairment identified immediately before surgery using a validated natural language processing algorithm, Mini-Mental State Examination scores, or diagnostic codes, at The Mount Sinai Hospital in New York City, June 20, 2023, to August 31, 2024identified as having cognitive impairment immediately before surgery and randomized, 1255/7294 (17.2%) had documented postoperative delirium assessments · intervention 3,624 · control 3,670
Participants
7,294 patients
Comparison
Intervention vs control
  • Interventionn = 3,624
  • Controln = 3,670
Primary endpoint
Postoperative delirium (POD), assessed with the 4 A's Test
Follow-up
Within seven days postoperatively
Methodological detailsembedded within routine clinical care
  • Embedded within routine clinical care

Primary result

As reported in the abstract

P = 0.37

Secondary outcomes

OutcomeP value
Adherence to 12 perioperative best practices (secondary)No statistically significant differencesall P > .05

Postoperative delirium among patients with documented delirium assessments (overall)

Patients with documented postoperative delirium assessments
1255/7294 (17.2%)
Of those assessed, developed postoperative delirium
426/1255 (34%)

Original publication

Artificial Intelligence-Driven Clinical Decision Support for Postoperative Delirium Prevention: A Pragmatic Randomized Controlled Trial. Anesth Analg. Published 9 October 2026. doi:10.1213/ane.0000000000008318

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