Downhill skiing following total knee arthroplasty: a survey of Alberta orthopedic surgeons
Bibliographic record
Abstract
Background: In older adults facing knee arthroplasty, the ability to resume downhill skiing postoperatively is unclear. This study aimed to determine the perspectives of Alberta orthopedic surgeons and senior residents regarding downhill skiing after total knee arthroplasty (TKA) or unicompartmental knee arthroplasty (UKA). Methods: In May 2019, a Web-based survey was sent through the Alberta Orthopaedic Society to poll orthopedic surgeons performing arthroplasty and senior orthopedic residents (postgraduate year 4 or 5) in Alberta regarding the permissibility of downhill skiing after TKA or UKA. The survey also elicited information regarding under which conditions or restrictions, if any, surgeons would allow patients to return to downhill skiing, whether these recommendations were evidence based, and whether surgeons had seen complications from downhill skiing in their patients who had undergone knee arthroplasty. Results: Of the 41 respondents, 21 (51%) were full-time fellowship-trained orthopedic surgeons, 15 (37%) were specialists with some arthroplasty in their practice, and 5 (12%) were orthopedic residents. Ten of 40 respondents (25%) would allow unrestricted downhill skiing after TKA, and 1 (2%) would not allow any skiing at all. The remaining 29 (72%) indicated that they might allow downhill skiing under specific conditions, with the top 3 being limitations on speed and intensity (29 [71%]), return of full range of motion and strength in the operative knee (26 [63%]), and years of downhill ski experience (23 [56%]). Fourteen respondents (34%) would allow unrestricted downhill skiing after UKA, and 27 (66%) would allow skiing with the same top 3 conditions as for TKA. Thirty-two respondents (78%) reported that their decisions were not evidence based, and 35 (85%) had never seen complications from downhill skiing after TKA or UKA. Conclusion: Alberta orthopedic surgeons and senior residents are cautious regarding skiing after knee arthroplasty. The majority reported that their restrictions were not evidence based, which indicates the need for further investigation to develop an approach for surgeons to consistently and safely address return to downhill skiing after TKA or UKA.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".