Activation of Vastus Medialis Obliquus Among Individuals With Patellofemoral Pain Syndrome
Bibliographic record
Abstract
The purpose of this study was to determine whether various positions of the lower extremity affect the muscle activity of the vastus medialis obliquus (VMO) differently during both open and closed kinetic chain exercise conditions among patients with patellofemoral pain syndrome (PFPS). Patients who presented with symptoms consistent with PFPS completed a series of open kinetic chain and closed kinetic chain exercises in which VMO activity was measured and compared. Statistical analysis revealed that there is less than a 0.001% (open kinetic chain) or 0.005% (closed kinetic chain) chance that all positions activate the VMO equally. In open kinetic exercise, maximum VMO activity was achieved with terminal knee extension with medial tibial rotation. During closed kinetic exercises, squats with external rotation were preferred for maximum VMO activation. Therefore, our results highlight the importance of including both the open and closed kinetic chain exercises into rehabilitation programs for patients with PFPS.
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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 | 0.000 |
| 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 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".