Using EMR Data and AI to Develop a Passive Digital Marker to Predict Postoperative Delirium

February 11, 2026 updated by: Sanjay Mohanty, Indiana University
This study will be a pilot randomized controlled trial that will determine the effect of an indicator of delirium risk, which will be delivered either via a paper form or via the electronic medical record, on (1)postoperative delirium incidence; and (2)the development of long term cognitive decline and dementia.

Study Overview

Status

Active, not recruiting

Conditions

Intervention / Treatment

Detailed Description

Patients will be recruited from a large general, minimally invasive, colorectal, and oncologic, university-based surgical practice. English speaking individuals over the age of 65 with planned major abdominal surgery (encompassing abdominal wall, gastrointestinal and hepatobiliary procedures for benign and malignant diseases) will be screened for eligibility following an initial visit with their surgeon. Inclusion criteria will include a required inpatient stay for ≥ 24 hours following surgery and a scheduled preadmission testing and medical risk stratification visit with an internal medicine provider. Patients will be excluded if they have severe mental illness, hearing and visual impairment, alcohol intoxication or related delirium, central nervous disorder (e.g., stroke, traumatic brain injury), and pregnant or nursing status. Once enrolled, subjects will be randomized using a computer-generated scheme (permuted blocks of four and six) to the PDM or usual care, stratified according to type of surgery (hepatobiliary, gastrointestinal, abdominal wall).

Study Type

Interventional

Enrollment (Estimated)

60

Phase

  • Not Applicable

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Locations

    • Indiana
      • Indianapolis, Indiana, United States, 46202
        • Indiana University Health University Hospital

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

  • Older Adult

Accepts Healthy Volunteers

No

Description

Inclusion Criteria:

65 years old Planned inpatient major surgery requiring inpatient stay ≥ 1 day

Exclusion Criteria:

  • Baseline cognitive impairment or a diagnosis of Alzheimer's Disease/Alzheimer's Disease and Related Dementias (AD/ADRD)
  • Alcohol or drug withdrawal
  • Prisoner status
  • Unable to communicate with research staff due to sensory impairments
  • Not fluent in English
  • Currently has a personal safety attendant

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

  • Primary Purpose: Diagnostic
  • Allocation: Randomized
  • Interventional Model: Parallel Assignment
  • Masking: None (Open Label)

Arms and Interventions

Participant Group / Arm
Intervention / Treatment
Placebo Comparator: No PDM Alert
No PDM alert will be placed on subject's record
passive digital marker (PDM) for postoperative delirium risk
Experimental: PDM Alert
PDM alert will be placed on subject's record
passive digital marker (PDM) for postoperative delirium risk

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Delirium incidence as measured by the 3D-CAM
Time Frame: Daily during post-operative inpatient hospitalization through post-operative day 7
The number of subjects diagnosed with delirium via the 3D-CAM questionnaire will be measured. The 3D-CAM is a brief verbal assessment tool that can be used to test patients and study participants for delirium via the Confusion Assessment Method (CAM). The 3D-CAM assessment is scored as either delirium present or delirium not present. Participants will be evaluated daily during the acute post-operative phase of the study (Post-Operative Days 0-7).
Daily during post-operative inpatient hospitalization through post-operative day 7
Delirium incidence as measured by the CAM ICU
Time Frame: Daily during post-operative inpatient hospitalization through post-operative day 7
The number of subjects diagnosed with delirium as assessed by the Confusion Assessment Method ICU will be measured. The CAM ICU is a tool used to assess delirium in adult ICU patients. CAM ICU scoring ranges from 0-7 with scores between 0-2 indicating no delirium, between 3-5 indicating mild to moderate delirium, and between 6-7 indicating severe delirium. Participants will be evaluated daily during the acute post-operative phase of the study (Post-Operative Days 0-7).
Daily during post-operative inpatient hospitalization through post-operative day 7
Delirium severity as measured by the CAM ICU
Time Frame: Daily during post-operative inpatient hospitalization through post-operative day 7
Delirium severity will be assessed via the Confusion Assessment Method ICU, a tool used to assess delirium in adult ICU patients. The CAM ICU is a tool used to assess delirium in adult ICU patients. CAM ICU scoring ranges from 0-7 with scores between 0-2 indicating no delirium, between 3-5 indicating mild to moderate delirium, and between 6-7 indicating severe delirium. Participants will be evaluated daily during the acute post-operative phase of the study (Post-Operative Days 0-7).
Daily during post-operative inpatient hospitalization through post-operative day 7

Secondary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Inpatient falls
Time Frame: During post-operative inpatient hospitalization through post-operative day 7
The number of inpatient falls will be compared between groups. This data will be extracted from the participants' Electronic Medical Record.
During post-operative inpatient hospitalization through post-operative day 7
Restraint Use
Time Frame: During post-operative inpatient hospitalization through post-operative day 7
Use of restraints will be compared between groups. This data will be extracted from the participants' Electronic Medical Record.
During post-operative inpatient hospitalization through post-operative day 7
Sedative Use
Time Frame: During post-operative inpatient hospitalization through post-operative day 7
Sedative use will be compared between groups. This data will be extracted from the participants' Electronic Medical Record.
During post-operative inpatient hospitalization through post-operative day 7
Use of personal safety attendants
Time Frame: During post-operative inpatient hospitalization through post-operative day 7
Personal safety attendant use will be compared between groups. This data will be extracted from the participants' Electronic Medical Record.
During post-operative inpatient hospitalization through post-operative day 7
Provider Satisfaction
Time Frame: Within 2-6 weeks following participant discharge
Provider satisfaction will be measured determined by a Simplified System Usability Scale (SSUS). The SSUS will be administered to providers within two weeks of the participant's discharge from the hospital, and providers will be asked to respond within 4 weeks of survey receipt. The SSUS yields a single number representing a composite measure of the overall usability of the system. Scores can range from 0 to 100, with higher scores indicating better usability.
Within 2-6 weeks following participant discharge

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Actual)

July 23, 2024

Primary Completion (Actual)

December 31, 2025

Study Completion (Estimated)

June 30, 2026

Study Registration Dates

First Submitted

December 19, 2023

First Submitted That Met QC Criteria

January 10, 2024

First Posted (Actual)

January 22, 2024

Study Record Updates

Last Update Posted (Actual)

February 12, 2026

Last Update Submitted That Met QC Criteria

February 11, 2026

Last Verified

February 1, 2026

More Information

Terms related to this study

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

NO

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

product manufactured in and exported from the U.S.

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.

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