burn
Conditions
Interventions
Observation group:None
Sponsors
Affiliated Hospital of Jiangnan University
Eligibility
Sex/Gender
All
Inclusion criteria
Inclusion criteria: 1. Patients with a confirmed diagnosis of skin burns; 2. Burns predominantly caused by thermal energy, with wounds in the acute phase (injury<= 72 hours); 3. clear, unobstructed clinical images of burn wounds suitable for deep learning analysis; 4. Photographs of the burn wound area, with pixelation applied to private areas where applicable; 5. Burn depth determined by two or more specialist burn surgeons as the gold standard.
Exclusion criteria
Exclusion criteria: 1. Image blurring, abnormal exposure, severe occlusion, or insufficient resolution; 2. Wounds complicated by infection, necrosis, eschar coverage, or application of coloured medications; 3. Concurrent presence of other skin lesions such as dermatoses, chronic ulcers, or tumours; 4. Old burns, scar-stage wounds, or healing-stage wounds.
Design outcomes
Primary
| Measure | Time frame |
|---|---|
| Macro-average F1 score for burn depth classification; | — |
Secondary
| Measure | Time frame |
|---|---|
| Dice coefficient for burn area segmentation; | — |
Countries
China
Contacts
Public ContactJia Zhigang
Affiliated Hospital of Jiangnan University
Outcome results
None listed