Assessment of Aerobic Fitness Following Anterior Cruciate Ligament Rupture and Reconstruction
Bibliographic record
Abstract
Following anterior cruciate ligament rupture, physical activity may be limited due to restrictions placed on the patient while awaiting reconstruction (anterior cruciate ligament reconstruction [ACLr]). The purpose of the study was to evaluate aerobic fitness in individuals undergoing ACLr at the time of medical clearance following injury, 6-month post-ACLr, and 12-month post-ACLr. Seventeen individuals participated in the research study to completion (females, n = 6, age = 23.3 ± 5.5 years; males, n = 11, age = 23.2 ± 4.7 years). There were no changes in aerobic fitness from baseline to 12-month postoperative, but due to the length of time between injury and baseline assessments, it is unknown if aerobic deconditioning occurred before the patient was assessed preoperatively.
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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 | 0.000 |
| 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 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".