Bibliographic record
Abstract
Pigmented villonodular synovitis (PVNS), inflammatory proliferative disease resulting from synovial cells, has progressive course similar neoplastic local expansion. We followed up a case with effective combined therapy for diffuse PVNS despite incomplete response to its components and reviewed therapies based on MedLine for PVNS. Due to US data residue synovitis after open radical synovectomy, we made decision about external beam radiotherapy. Photon radiation with linear accelerator energy of 6 MV was applied for two fields: anterior and posterior. The total dose was 20 Gy, delivered in 2 Gy a day, five times a week. Due to postoperative pain and the rest of synovial tissue on US study, pharmacologic therapy with salazopyrine and celecoxib was added. For several weeks, the knee pain became episodic and further disappeared. Six months later, the patient feels healthy and continues to take salazopyrine permanently and celecoxib as needed. We conclude high rate response analyzing literature data and our case to combined therapy: arthroscopic or open surgery followed by RT along with complimentary pharmacotherapy. J Med Cases. 2014;5(3):147-151 doi: http://dx.doi.org/10.14740/jmc1656e
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 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) | 0.001 | 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".