The Combined Plastic Surgery/Physical Medicine and Rehabilitation Amputee Clinic At the University of Western Ontario
Bibliographic record
Abstract
Since the autumn of 2001, a multidisciplinary plastic surgery (PS) and physical medicine and rehabilitation (PMR) outpatient amputee clinic has been in place at St Joseph's Health Centre/Parkwood Hospital in London, Ontario. To date, more than 140 new patients have been seen in combined consultations. The present paper reviews the demographics, interventions and outcomes of the patients seen between 2001 and 2005. The majority of primary PMR patients had problems that prevented optimal use of their lower extremity prostheses. These problems included nonhealing pressure ulcers, infections, painful neuromas, amputation stump shape abnormalities and fixed joint contractures. Most patients had surgical intervention. In terms of overall clinical success, 53% of the PMR patients and 77% of the PS patients had their problems resolved. The multidisciplinary collaboration in the PS/PMR outpatient amputee clinic provides a unique service that benefits upper and lower extremity amputees.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.035 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".