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Dynamic prediction of prognosis in ICU patients with severe craniocerebral injury: construction and validation of machine learning models based on single-center retrospective data

Dynamic prediction of prognosis in ICU patients with severe craniocerebral injury: construction and validation of machine learning models based on single-center retrospective data

Status
Recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2600124332
Enrollment
Unknown
Registered
2026-05-11
Start date
2025-07-12
Completion date
Unknown
Last updated
2026-05-18

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

Conditions

Severe brain injury

Interventions

Patients with severe craniocerebral injury:None

Sponsors

Xiamen Branch, Zhongshan Hospital, Fudan University
Lead Sponsor

Eligibility

Sex/Gender
All
Age
16 Years to No maximum

Inclusion criteria

Inclusion criteria: Inclusion criteria 1. The patient was diagnosed with severe craniocerebral injury through imaging examinations such as CT and magnetic resonance imaging (MRI), as well as clinical diagnosis. 2. Patients with a Glasgow Coma Scale (GCS) score of =16 years old; 4. Patients who have signed the informed consent form for the donation of bioinformatics samples in our hospital.

Exclusion criteria

Exclusion criteria: Exclusion criteria: 1.Age< 16 years old; 2.History of progressive neurological disorders; 3.Patients admitted to ICU multiple times; 4.Those whose family members give up treatment; 5.Important physiological parameters for calculating each scoring system are missing.

Design outcomes

Primary

MeasureTime frame
Clinical outcome ;

Secondary

MeasureTime frame
Demographic data: age, gender, underlying diseases, comorbidities (such as lung infection, renal failure, liver insufficiency, gastrointestinal dysfunction, water and electrolyte imbalance, hypoproteinemia, malnutrition, etc.);Laboratory results: Blood gas analysis, blood cell analysis, biochemical tests, coagulation function, D-dimer, PCT, CRP and other indicators;Intervention conditions within 24 hours after entering the ICU: dosage of vasoactive drugs, dosage of sedatives and analgesics, artificial hibernation, renal replacement therapy, mechanical ventilation, surgical intervention, etc;Imaging examination results: Head CT, MRI, etc;Critical care scores: GCS scores, SOFA scores, APACHEII scores, and OASIS scores, etc;

Countries

China

Contacts

Public ContactLin Xiaoming

Xiamen Branch, Zhongshan Hospital, Fudan University

lin.xiaoming@zsxmhospital.com+86 188 5920 9870

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: May 22, 2026