Diagnosis of COVID-19 by Bronchoalveolar Lavage after Two Negative Nasopharyngeal Swabs
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This case report highlights the diagnostic limitations of nasopharyngeal swabs in diagnosing COVID-19. This patient had a positive travel history, typical symptoms (fever, dry cough, dyspnea) and two negative nasopharyngeal swabs (NPS). He deteriorated clinically and required intubation. After intubation, bronchoalveolar lavage was used to sample the lower respiratory tract, which confirmed the diagnosis of COVID-19. This case demonstrates the diagnostic limitation of reliance on nasopharyngeal swab PCR alone for the diagnosis of COVID-19. NPS tests may result in false negatives with incorrect sampling technique or if the sampling is done while the upper tract viral load is low, such as very early or late during the illness course. During this pandemic, we posit that clinicians should maintain a high degree of suspicion based on supportive clinical findings despite negative PCR testing as this has implications for hospital infection control procedures.
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.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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 it