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Machine Learning Models for Predicting Unforeseen Hospital Admissions or Discharges After Anesthesia

Machine Learning Models for Predicting Unforeseen Hospital Admissions or Discharges After Anesthesia

Status
Completed
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT06582407
Enrollment
68683
Registered
2024-09-03
Start date
2020-01-01
Completion date
2024-07-30
Last updated
2024-10-18

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Anesthesia Complication, Pain, Postoperative, Surgery-Complications

Keywords

anesthesiology, ambulatory surgery, artificial intelligence, machine learning, post operative complication

Brief summary

Unexpected hospital admissions after ambulatory surgery not only bring discomfort to patients but also causes a decrease in the efficiency of the healthcare system. In addition, unanticipated patient's orientation carry the risk of unsuitable post operative orders. The hypothesis of this project is that artificial intelligence models will outperform traditional models in predicting which patients will require hospital admission after ambulatory surgery or unforeseen hospital discharge after surgery.

Interventions

OTHERMathematical Prediction of unforseen patient reorientation

The goal of this project is to develop models to predict in the preoperative period which patients will require hospital admission after ambulatory surgery or unforeseen hospital discharge after surgery

Sponsors

HUmani
Lead SponsorNETWORK

Study design

Observational model
COHORT
Time perspective
RETROSPECTIVE

Eligibility

Sex/Gender
ALL
Healthy volunteers
No

Inclusion criteria

* Patient undergoing anesthesia for a therapeutic or diagnostic procedure

Exclusion criteria

* Incomplete informatic data * Error in the encoding system

Design outcomes

Primary

MeasureTime frameDescription
Rate of patient reorientationOn the day of the operationRate of unforeseen hospital admission after an ambulatory surgery and rate of discharge after an hospitalised surgery

Countries

Belgium

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026