Unusual Presentation of Brucellosis in Baker's Cyst
Bibliographic record
Abstract
A 55-year-old diabetic male came with history of left knee pain and swelling for 7 days, fever for 3 days, and no history of trauma. He was complaining of tenderness on the left popliteal fossa, and the surrounding area was red and soft to firm swelling; he was limping, and could not bear weight on the left leg. The ultrasound showed that there was a well-defined heterogeneous hypoechoic cystic lesion. Under aseptic technique, continuous US guidance and local anesthesia, we aspirated almost all the fluid of the left calf collection, which was reported as complicated baker cyst. The patient was put on ciprofloxacin, gentamycin, and doxycycline. The patient was cleared from infectious diseases’ team and discharged after 7 days. J Med Cases. 2015;6(10):450-452 doi: http://dx.doi.org/10.14740/jmc2252w
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".