Acute pleurisy mimicking neck pain in a young volleyball player: a case report
Bibliographic record
Abstract
INTRODUCTION: Patients presenting to direct access physiotherapists may present with a serious pathology that mimics a musculoskeletal condition. Recognition of atypical clinical patterns allows for referral to an appropriate provider when a serious pathology is present. This case report details a patient with a pulmonary pathology who presented to a physiotherapist with a complaint of neck and chest pain following medical consultations. CASE PRESENTATION: A 29-year-old amateur volleyball player arrived at the physiotherapist's clinic five days after experiencing the onset of neck pain. She complained of pain on the right side, which extended to the trapezius, as well as occasional discomfort in the lower lateral and anterior chest. The patient noted that the pain worsened when lying supine or on her left side, and during coughing. After developing symptoms resembling a cold, she sought care at two different emergency clinics where physicians diagnosed seasonal flu and an unrelated muscle strain. Despite treatment, the pain persisted, accompanied by fever and general weakness, disrupting her sleep. Following a review of a medical history and a physical examination, musculoskeletal causes of pain appeared unlikely, prompting consideration of a pulmonary pathology. Referral to a specialist was deemed necessary. CONCLUSION: This case report highlights the importance of screening for serious pathology in direct access physiotherapy, irrespective of a prior physician consultation.
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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 | 0.002 | 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 | 0.001 |
| 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".