Wound outcomes in patients with advanced illness
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
A prospective case series was studied to assess the potential for complete healing of wounds among patients with advanced illness referred to a regional palliative care program in Toronto, Canada. Two hundred and eighty-two patients, of which 148 were primarily diagnosed with cancer and 134 with non cancer advanced illness, were assessed and followed until their deaths. On the baseline initial referral date, 823 wounds were documented. The wound classes assessed included pressure ulcers, malignant wounds, skin tears, venous leg ulcers, diabetic foot ulcers and arterial leg/foot ulcers. Proportions of patients showing complete healing of at least one wound were calculated, stratified by patient's survival time post-baseline (1 week, 1 month, 3 months and 6 months). Proportions of patients showing complete healing of at least one wound increased the longer patients lived and ranged between 12·9% and 43·5% for stage I pressure ulcers, 0% and 60% for stage II pressure ulcers, 2·4% and 100% for skin tears, 10% and 100% for venous leg ulcers and 0% and 50% for diabetic foot ulcers. Only one person showed complete healing of a stage III pressure ulcer and no complete healing was observed with stage IV pressure ulcers, unstageable pressure ulcers, malignant wounds and arterial leg/foot 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