The Prevalence of Pressure Ulcers in a Tertiary Care Pediatric and Adult Hospital
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
OBJECTIVE: To describe the pressure ulcer prevalence, stage and body location, and demographic characteristics of patients with pressure ulcers at a tertiary care adult hospital and a tertiary care pediatric hospital. DESIGN: Prevalence survey. SETTING AND SUBJECTS: A total of 513 inpatients, including 416 adults admitted to a tertiary care hospital and 97 children admitted to a tertiary care pediatric hospital. Only inpatients with mental health-related diagnoses were excluded. INSTRUMENTS: The Kinetics Concepts International's Prevalence and Incidence Study Collection Form was used to assess variables, including demographic information; presence, location, and stage of pressure ulcers; and presence of special support surfaces. METHODS: All patients had head-to-toe skin assessments performed during an 8-hour period by teams of 3 multidisciplinary staff members. Kinetics Concepts International's Prevalence and Incidence Program software and Microsoft Excel were used for data entry and analysis. RESULTS: Combined pressure ulcer prevalence was 26.3%, with 29.2% in adult patients and 13.1% in pediatric patients. The most common body locations for pressure ulcers were the sacrum (22.1%), heels (14.8%), ears (12.9%), elbows (10.6%), and the buttocks (6.8%). Forty-eight percent of the ulcers were stage I, 36% Stage II, 6% Stage III-IV, and 10% unable to stage. CONCLUSIONS: Overall combined pressure ulcer prevalence and common body locations were consistent with findings from comparable hospitals. Patients at the extreme ends of the age spectrum had an increased risk of pressure ulcers. Stage I and II ulcers occurred most frequently. Potential prevention and early management strategies may be effective in decreasing the prevalence of these ulcers.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it