Machine Learning to Predict Factors Affecting Rehabilitation Length of Stay and Healthcare Costs for Neurological Rehabilitation

NCT06704997 | Active Not Recruiting

• 1 other identifier: DSRB 2023/00873
• Study Type: observational
• Target: 10,000
• Locations: 1 country
• Sites: 1

Brief Summary

The aim of this retrospective study is to ascertain total direct costs, rehabilitation length of stay (RLOS) and factors associated with RLOS for neurological inpatient rehabilitation at the tertiary care hospital.

Conditions

Stroke; Acquired Brain Injury; Traumatic Brain Injury; Brain Tumor; Central Nervous System Infections; Polytrauma

Keywords

Rehabilitation; Length of Stay; Stroke; Traumatic Brain Injury; Brain tumour; Cancer; Trauma; Acquired Brain Injury; Healthcare; Hospitalisation costs

Outcome Measures

Primary Outcomes (3)

• Rehabilitation length of stay

  Duration of which patient is admitted to and discharge from the rehabilitation ward.

  1998-2022

• Hospital bill

  Bill size of patient's stay in the rehabilitation ward, including subsidies, insurance and copayment.

  2012-2022

• Housing type

  Type of housing to look at the socio-economics status of the patients.

  2014-2023

Study Arms (1)

Patients with tertiary neurological rehabilitation

Patients with confirmed diagnosis of stroke, acquired brain injuries, traumatic brain injuries, brain tumours, central nervous system infections and polytrauma from acute neurological or neurosurgical units in Singapore. The cohort will be selected from the TTSH Rehabilitation Centre (TTSH RC) admissions from year 2016 to the present.

Eligibility Criteria

• Age: 21 Years - 100 Years
• Sex: all
• Healthy Volunteers: No
• Age Groups: Adult (18-64), Older Adult (65+)
• Sampling Method: Non-Probability Sample

Study Population

Patients who have admitted to the rehabilitation ward during their inpatient episode for neurological rehabilitation.

You may qualify if:

• All patients who completed inpatient rehabilitation with the index conditions in their discharge summaries

You may not qualify if:

• Did not complete inpatient rehabilitation as they are discharged against medical advice

Sponsors & Collaborators

• Tan Tock Seng Hospital: lead

Study Sites (1)

Tan Tock Seng Hospital

Singapore, Singapore

Location

MeSH Terms

Conditions

Stroke; Brain Injuries; Brain Injuries, Traumatic; Brain Neoplasms; Central Nervous System Infections; Multiple Trauma; Neoplasms; Wounds and Injuries

Condition Hierarchy (Ancestors)

Cerebrovascular Disorders; Brain Diseases; Central Nervous System Diseases; Nervous System Diseases; Vascular Diseases; Cardiovascular Diseases; Craniocerebral Trauma; Trauma, Nervous System; Central Nervous System Neoplasms; Nervous System Neoplasms; Neoplasms by Site; Infections

Study Officials

• Dr Karen Chua, MBBS

  Tan Tock Seng Hospital

  PRINCIPAL INVESTIGATOR

Study Design

• Study Type: observational
• Observational Model: COHORT
• Time Perspective: RETROSPECTIVE
• Sponsor Type: OTHER
• Responsible Party: PRINCIPAL INVESTIGATOR
• PI Title: Senior Consultant Dr ( MD)

Study Record Dates

• First Submitted: November 22, 2024
• First Posted: November 26, 2024
• Study Start: June 1, 2024
• Primary Completion: December 31, 2025
• Study Completion (Estimated): December 31, 2026
• Last Updated: November 27, 2024

Record last verified: 2024-11

Locations

SG (1)