Clinical trial · Observational
Machine Learning to Predict Factors Affecting Rehabilitation Length of Stay and Healthcare Costs for Neurological Rehabilitation
Machine Learning Predictive Analysis of Key Factors Influencing Rehabilitation Length of Stay (RLOS) and Direct Hospitalization Costs for Neurological Inpatient Rehabilitation at Tertiary Care Hospital
NCT06704997CI-TRIAL-00083077active not recruitingClinicalTrials.gov clinicaltrialsProvenance
- Source
- ClinicalTrials.gov
- Retrieved
- Sep 8, 2026
- Layer
- normalized (units and labels harmonized; values unchanged)
- Run
- ING-CLINICALTRIALS-20260908-000001
Summary
Brief summary (as posted)
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
Conditions (6)
Free-text conditions as registered, with the CancerIndex entity they were reconciled to and the match type.
| Condition (as posted) | Mapped entity | Match | Confidence |
|---|---|---|---|
| Acquired Brain Injury | — | UNRESOLVED | — |
| Brain Tumor | Brain Neoplasm | ALIAS | 0.90 |
| Central Nervous System Infections | — | UNRESOLVED | — |
| Polytrauma | — | UNRESOLVED | — |
| Stroke | — | UNRESOLVED | — |
| Traumatic Brain Injury | — | UNRESOLVED | — |
Interventions
Interventions (0)
Data not yet available
No intervention recorded.
Design
Arms and outcomes
Arms (1)
- label
- Patients with tertiary neurological rehabilitation
- description
- 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.
Primary outcomes (3)
- measure
- Rehabilitation length of stay
- timeFrame
- 1998-2022
- description
- Duration of which patient is admitted to and discharge from the rehabilitation ward.
- measure
- Hospital bill
- timeFrame
- 2012-2022
- description
- Bill size of patient's stay in the rehabilitation ward, including subsidies, insurance and copayment.
- measure
Eligibility
Eligibility (as posted)
- Sex
- All
- Minimum age
- 21 Years
- Maximum age
- 100 Years
Show eligibility criteria text
Inclusion Criteria: • All patients who completed inpatient rehabilitation with the index conditions in their discharge summaries Exclusion Criteria: • Did not complete inpatient rehabilitation as they are discharged against medical advice
References
Publications (0)
Data not yet available
No reference posted for this study.