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Development and Validation of a Transformer-Based Dynamic Prediction Model and Early Warning System for Intraoperative Acquired Pressure Injury Risk

Development and Validation of a Transformer-Based Dynamic Prediction Model and Early Warning System for Intraoperative Acquired Pressure Injury Risk

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2500115252
Enrollment
Unknown
Registered
2025-12-24
Start date
2025-12-25
Completion date
Unknown
Last updated
2026-01-05

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

Conditions

Intraoperative acquired pressure injury

Interventions

Operation Group:NA

Sponsors

Shanghai General Hospital
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to No maximum

Inclusion criteria

Inclusion criteria: 1. Age >= 18 years old; 2. Accept general anesthesia or spinal anesthesia; 3. Surgical duration >= 2 hours; 4. Informed consent and voluntary participation in this study.

Exclusion criteria

Exclusion criteria: 1. The patient clearly has PI before surgery; 2. Preoperative skin trauma, erythema, or rash may affect the observer. 3. The surgical position is seated; 4. End of life care for patients; 5. Participate in other conflicting clinical studies.

Design outcomes

Primary

MeasureTime frame
Incidence of Intraoperative acquired pressure injury;the area under the receiver operating characteristic curve;

Secondary

MeasureTime frame
Severity of Intraoperative acquired pressure injur;Clinical Decision Curve Analysis;Model calibration;

Countries

China

Contacts

Public ContactPengfei Yang

Shanghai General Hospital

bbdeyang@163.com+86 21 6324 0090

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026