A manual therapy and strengthening approach as conservative management for a patient diagnosed with bilateral knee osteoarthritis
Bibliographic record
Abstract
A 45-year-old male patient with a medical diagnosis of chronic bilateral knee osteoarthritis and pain was seen for outpatient physical therapy for 8 treatment sessions over an 8-week period.Treatments were provided by a student physical therapist under the supervision of a licensed physical therapist.The patient was examined during the initial encounter with goniometry, manual muscle testing, functional squat, and the Numeric Pain Rating Scale.The Western Ontario & McMaster Universities Osteoarthritis Index and Patient-Specific Functional Scale patient-reported outcome measures were also used.A plan of care was established to address impairments in pain, functional knee range of motion, strength, and muscle length, limitations in all weight-bearing activities, and limitations in activities of daily living and participation at work.The primary goals for the patient were to decrease pain, improve strength, range of motion, and muscle length, and optimize lower extremity mechanics and functional capacity.The primary interventions incorporated in this plan of care were manual therapy passive mobilizations to the bilateral patellofemoral and tibiofemoral joints, progressive therapeutic exercise, functional retraining, and patient vi education.The patient achieved meaningful and detectable change in pain levels, functional knee range of motion and strength, and body mechanics in all functional activities.The patient was discharged with full independence in his prescribed home exercise program and no restrictions in work or activities of daily living to continue living independently with his family.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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".